ImageLab Publications*

2024


XoFTR: Cross-modal Feature Matching Transformer

{"{O}}nder Tuzcuoglu and Aybora K{"{o}}ksal and Bugra Sofu and Sinan Kalkan and A. Aydin Alatan

CoRR, abs/2404.09692, 2024



Visualization of Human Brain Network for the Analysis of Alzheimer’s Disease

G{"{o}}n{"{u}}l G{"{u}}nal Degirmendereli and Ulas Sedat Aydin and Abdulla Ahmadkhan and Baris T{"{u}}rn{"{u}}kl{"{u}} Ve and Fatos T. Yarman{-}Vural

32nd Signal Processing and Communications Applications Conference, {SIU} 2024, Mersin, Turkiye, May 15-18, 2024, pp. 1–4, 2024



SegIns: {A} simple extension to instance discrimination task for better localization learning

Melih Baydar and Emre Akbas

J. Vis. Commun. Image Represent., 100, pp. 104122, 2024



RankED: Addressing Imbalance and Uncertainty in Edge Detection Using Ranking-based Losses

Bedrettin Cetinkaya and Sinan Kalkan and Emre Akbas

CoRR, abs/2403.01795, 2024



Pre-Grasp Approaching on Mobile Robots: {A} Pre-Active Layered Approach

Lakshadeep Naik and Sinan Kalkan and Norbert Kr{"{u}}ger

{IEEE} Robotics Autom. Lett., 9(3), pp. 2606–2613, 2024



Part-based Quantitative Analysis for Heatmaps

Osman Tursun and Sinan Kalkan and Simon Denman and Sridha Sridharan and Clinton Fookes

CoRR, abs/2405.13264, 2024



MoCap-to-Visual Domain Adaptation for Efficient Human Mesh Estimation from 2D Keypoints

Bedirhan Uguz and Ozhan Suat and Batuhan Karag{"{o}}z and Emre Akbas

CoRR, abs/2404.07094, 2024



BaSeNet: {A} Learning-based Mobile Manipulator Base Pose Sequence Planning for Pickup Tasks

Lakshadeep Naik and Sinan Kalkan and Sune Lund{} S{}rensen and Mikkel Baun Kj{}rgaard and Norbert Kr{"{u}}ger

CoRR, abs/2406.08653, 2024



A Comparison of Deep Learning Models for Proton Background Rejection with the {AMS} Electromagnetic Calorimeter

Raheem Karim Hashmani and Emre Akbas and Melahat Bilge Demirk{"{o}}z

CoRR, abs/2402.16285, 2024



Cross-lingual few-shot sign language recognition

Y. C. Bilge, N. Ikizler-Cinbis, R. G. Cinbis

Pattern Recognition, 151, pp. 110374, July 2024



Learning to Estimate System Specifications in Linear Temporal Logic using Transformers and Mamba

arXiv:2405.20917, May 2024



DARKIN: A zero-shot classification benchmark and an evaluation of protein language models

E. A. Sunar, Z. Işık, M. Pekey, R. G. Cinbis, O. Tastan

ICLR 2024 Workshop on Machine Learning for Genomics Explorations (MLGenX), May 2024


2023


{WAIT:} Feature Warping for Animation to Illustration video Translation using GANs

Samet Hicsonmez and Nermin Samet and Fidan Samet and Oguz Bakir and Emre Akbas and Pinar Duygulu

CoRR, abs/2310.04901, 2023



Uncertainty-based Fairness Measures

Selim Kuzucu and Jiaee Cheong and Hatice Gunes and Sinan Kalkan

CoRR, abs/2312.11299, 2023



Transformers in Small Object Detection: {A} Benchmark and Survey of State-of-the-Art

Aref Miri Rekavandi and Shima Rashidi and Farid Boussa{"{}}d and Stephen Hoefs and Emre Akbas and Mohammed Bennamoun

CoRR, abs/2309.04902, 2023



Towards Gender Fairness for Mental Health Prediction

Jiaee Cheong and Selim Kuzucu and Sinan Kalkan and Hatice Gunes

Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, {IJCAI} 2023, 19th-25th August 2023, Macao, SAR, China, pp. 5932–5940, 2023



Towards Causal Replay for Knowledge Rehearsal in Continual Learning

Nikhil Churamani and Jiaee Cheong and Sinan Kalkan and Hatice Gunes

{AAAI} Bridge Program on Continual Causality, 7-8 February 2023, Washington, DC, {USA}, 208, pp. 63–70, 2023



TMO-Det: Deep tone-mapping optimized with and for object detection

Ismail Hakki Kocdemir and Alper Koz and Ahmet Oguz Aky{"{u}}z and Alan Chalmers and A. Aydin Alatan and Sinan Kalkan

Pattern Recognit. Lett., 172, pp. 230–236, 2023



Improving Sketch Colorization using Adversarial Segmentation Consistency

Samet Hicsonmez and Nermin Samet and Emre Akbas and Pinar Duygulu

CoRR, abs/2301.08590, 2023



HoughNet: Integrating Near and Long-Range Evidence for Visual Detection

Nermin Samet and Samet Hicsonmez and Emre Akbas

{IEEE} Trans. Pattern Anal. Mach. Intell., 45(4), pp. 4667–4681, 2023



Generalized Mask-aware IoU for Anchor Assignment for Real-time Instance Segmentation

Baris Can {}am and Kemal {"{O}}ks{"{u}}z and Fehmi Kahraman and Zeynep Sonat Baltaci and Sinan Kalkan and Emre Akbas

CoRR, abs/2312.17031, 2023



Fraud detection from paper texture using Siamese networks

Ezgi Ekiz Emiroglu and Erol Sahin and Fatos T. Yarman{-}Vural

Signal Image Video Process., 17(7), pp. 3369–3376, 2023



Editorial: Machine learning methods for human brain imaging

Fatos T{"{u}}nay Yarman Vural and Sharlene D. Newman and Tolga {}ukur and Itir {"{O}}nal Ertugrul

Frontiers Neuroinformatics, 17, 2023



Early Diagnosis of Alzheimer Disease with Shannon Information Source Model of the Brain

Ulas Sedat Aydin and Abdulla Ahmadkhan and Gonul Gunal Degirmendereli and Fatos T{"{u}}nay Yarman Vural

30th {IEEE} International Conference on Electronics, Circuits and Systems, {ICECS} 2023, Istanbul, Turkey, December 4-7, 2023, pp. 1–4, 2023



DidEye: An Attempt for Defining and Incorporating Visual Intuition for Convolutional Neural Networks

Robin Ko{} and Fatos T. Yarman{-}Vural

31st Signal Processing and Communications Applications Conference, {SIU} 2023, Istanbul, Turkey, July 5-8, 2023, pp. 1–4, 2023



Correlation Loss: Enforcing Correlation between Classification and Localization

Fehmi Kahraman and Kemal Oksuz and Sinan Kalkan and Emre Akbas

Thirty-Seventh {AAAI} Conference on Artificial Intelligence, {AAAI} 2023, Thirty-Fifth Conference on Innovative Applications of Artificial Intelligence, {IAAI} 2023, Thirteenth Symposium on Educational Advances in Artificial Intelligence, {EAAI} 2023, Washington, DC, USA, February 7-14, 2023, pp. 1087–1095, 2023



Class Uncertainty: {A} Measure to Mitigate Class Imbalance

Zeynep Sonat Baltaci and Kemal Oksuz and Selim Kuzucu and K. Tezoren and B. K. Konar and A. Ozkan and Emre Akbas and Sinan Kalkan

CoRR, abs/2311.14090, 2023



Causal Structure Learning of Bias for Fair Affect Recognition

Jiaee Cheong and Sinan Kalkan and Hatice Gunes

{IEEE/CVF} Winter Conference on Applications of Computer Vision Workshops, {WACV} 2023 - Workshops, Waikoloa, HI, USA, January 3-7, 2023, pp. 340–349, 2023



A Novel Graph Neural Network for Zone-Level Urban-Scale Building Energy Use Estimation

Eren G{"{o}}kberk Hala{}li and Ilkim Canli and Or{}un Koral Iseri and Feyza Yavuz and {}agla Meral Akg{"{u}}l and Sinan Kalkan and Ipek G{"{u}}rsel Dino

Proceedings of the 10th {ACM} International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, BuildSys 2023, Istanbul, Turkey, November 15-16, 2023, pp. 169–176, 2023



HybridAugment++: Unified Frequency Spectra Perturbations for Model Robustness

M. K. Yucel, R. G. Cinbis, P. Duygulu

IEEE/CVF International Conference on Computer Vision (ICCV), Paris, France, October 2023



VISION Datasets: A Benchmark for Vision-based InduStrial InspectiON

H. Bai, S. Mou, T. Likhomanenko, R. G. Cinbis, O. Tuzel, P. Huang, J. Shan, J. Shi, M. Cao

arXiv:2306.07890, June 2023



Meta-tuning Loss Functions and Data Augmentation for Few-shot Object Detection

B. Demirel, O. B. Baran, R. G. Cinbis

IEEE/CVF Conference on Computer Vision & Pattern Recognition (CVPR), Vancouver, Canada, June 2023



Towards Zero-shot Sign Language Recognition

Y. C. Bilge, R. G. Cinbis, N. Ikizler-Cinbis

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 45, pp. 1217-1232, January 2023



DeepSide: A Deep Learning Framework for Drug Side Effect Prediction

O. C. Uner, H. I. Kuru, R. G. Cinbis, O. Tastan, A. E. Cicek

IEEE/ACM Transactions on Computational Biology and Bioinformatics, 20, January 2023


2022


Vision-based estimation of the number of occupants using video cameras

Ipek Gursel Dino and M. Esat Kalfaoglu and Orcun Koral Iseri and Bilge Erdogan and Sinan Kalkan and A. Aydin Alatan

Adv. Eng. Informatics, 53, pp. 101662, 2022



Traffic Prediction with Peak-Aware Temporal Graph Convolutional Networks

Fatih Acun and Sinan Kalkan and Ebru Aydin Gol

30th Signal Processing and Communications Applications Conference, {SIU} 2022, Safranbolu, Turkey, May 15-18, 2022, pp. 1–4, 2022



Texture Analysis by Deep Twin Networks for Paper Fraud Detection

Ezgi Ekiz and Erol Sahin and Fatos T. Yarman{-}Vural

30th Signal Processing and Communications Applications Conference, {SIU} 2022, Safranbolu, Turkey, May 15-18, 2022, pp. 1–4, 2022



Template-aligned Transfer Learning on Brain Decoding Problem

Erkin Eryol and Fatos T. Yarman{-}Vural

30th Signal Processing and Communications Applications Conference, {SIU} 2022, Safranbolu, Turkey, May 15-18, 2022, pp. 1–4, 2022



Segment Augmentation and Differentiable Ranking for Logo Retrieval

Feyza Yavuz and Sinan Kalkan

26th International Conference on Pattern Recognition, {ICPR} 2022, Montreal, QC, Canada, August 21-25, 2022, pp. 1621–1627, 2022



One Metric to Measure Them All: Localisation Recall Precision {(LRP)} for Evaluating Visual Detection Tasks

Kemal Oksuz and Baris Can Cam and Sinan Kalkan and Emre Akbas

{IEEE} Trans. Pattern Anal. Mach. Intell., 44(12), pp. 9446–9463, 2022



Object Detection for Autonomous Driving: High-Dynamic Range vs. Low-Dynamic Range Images

Ismail Hakki Kocdemir and Ahmet Oguz Aky{"{u}}z and Alper Koz and Alan Chalmers and A. Aydin Alatan and Sinan Kalkan

24th {IEEE} International Workshop on Multimedia Signal Processing, {MMSP} 2022, Shanghai, China, September 26-28, 2022, pp. 1–5, 2022



Mind Your Manners! {A} Dataset and a Continual Learning Approach for Assessing Social Appropriateness of Robot Actions

Jonas Tjomsland and Sinan Kalkan and Hatice Gunes

Frontiers Robotics {AI}, 9, pp. 669420, 2022



Just noticeable difference for machine perception and generation of regularized adversarial images with minimal perturbation

Adil Kaan Akan and Emre Akbas and Fatos T. Yarman{-}Vural

Signal Image Video Process., 16(6), pp. 1595–1606, 2022



Hierarchical Feature Alignment for Transfer Learning on Neural Decoding Tasks

Erkin Eryol and Fatos T. Yarman{-}Vural

22nd {IEEE} International Conference on Bioinformatics and Bioengineering, {BIBE} 2022, Taichung, Taiwan, November 7-9, 2022, pp. 249–254, 2022



Hand-crafted versus learned representations for audio event detection

Selver Ezgi K{"{u}}{}{"{u}}kbay and Adnan Yazici and Sinan Kalkan

Multim. Tools Appl., 81(21), pp. 30911–30930, 2022



Does depth estimation help object detection?

Bedrettin Cetinkaya and Sinan Kalkan and Emre Akbas

Image Vis. Comput., 122, pp. 104427, 2022



Counterfactual Fairness for Facial Expression Recognition

Jiaee Cheong and Sinan Kalkan and Hatice Gunes

Computer Vision - {ECCV} 2022 Workshops - Tel Aviv, Israel, October 23-27, 2022, Proceedings, Part {V}, 13805, pp. 245–261, 2022



Character Generation through Self-Supervised Vectorization

Gokcen Gokceoglu and Emre Akbas

CoRR, abs/2208.02012, 2022



Attentive Sequential Auto-Encoding Towards Unsupervised Object-centric Scene Modeling

Y. D. Çetin, R. G. Cinbiş

GU J Sci, Part C, 10(4), pp. 1127-1142, December 2022



AssembleRL: Learning to Assemble Furniture from Their Point Clouds

{"{O}}zg{"{u}}r Aslan and Burak Bolat and Batuhan Bal and Tugba T{"{u}}mer and Erol Sahin and Sinan Kalkan

{IEEE/RSJ} International Conference on Intelligent Robots and Systems, {IROS} 2022, Kyoto, Japan, October 23-27, 2022, pp. 2748–2753, 2022



An Analysis on Disentanglement in Machine Learning

Hazal Mogultay and Sinan Kalkan and Fatos T. Yarman{-}Vural

30th Signal Processing and Communications Applications Conference, {SIU} 2022, Safranbolu, Turkey, May 15-18, 2022, pp. 1–4, 2022



A Scoring Method for Interpretability of Concepts in Convolutional Neural Networks

Mustafa Kagan G{"{u}}rkan and Nafiz Arica and Fatos T. Yarman{-}Vural

30th Signal Processing and Communications Applications Conference, {SIU} 2022, Safranbolu, Turkey, May 15-18, 2022, pp. 1–4, 2022



A Recurrent and Meta-learned Model of Weakly Supervised Object Localization

M. B. Sariyildiz, G. Sumbul, R. G. Cinbis

IEEE ISMSIT, 2022



Semantics-driven Attentive Few-shot Learning over Clean and Noisy Samples

O. B. Baran, R. G. Cinbis

Neurocomputing, 513, pp. 59-69, November 2022

code



Streaming Multiscale Deep Equilibrium Models

C. U. Ertenli, E. Akbas, R. G. Cinbis

European Conference on Computer Vision (ECCV), October 2022

code



Caption Generation on Scenes with Seen and Unseen Object Categories

B. Demirel, R. G. Cinbis

Image and Vision Computing, 124, pp. 104515, August 2022



Closed-form Sample Probing for Learning Generative Models in Zero-shot Learning

S. Cetin, O. B. Baran, R. G. Cinbis

International Conference on Learning Representations (ICLR), April 2022

code



How robust are discriminatively trained zero-shot learning models?

M. K. Yucel, R. G. Cinbis, P. Duygulu

Image and Vision Computing, 119, pp. 104392, March 2022



MaskSplit: Self-supervised Meta-learning for Few-shot Semantic Segmentation

M. S. Amac, A. Sencan, O. B. Baran, N. Ikizler-Cinbis, R. G. Cinbis

IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), January 2022

code


2021


{HDR} Image Construction from Trifocal Multiexposure Images

Alper Koz and Baris Demirkili{} and Yunus Bilge Kurt and Ahmet Oguz Aky{"{u}}z and Sinan Kalkan and A. Aydin Alatan and Alan Chalmers

23rd International Workshop on Multimedia Signal Processing, {MMSP} 2021, Tampere, Finland, October 6-8, 2021, pp. 1–5, 2021



{EEG} Classification by Factoring in Sensor Spatial Configuration

Lubna Shibly Mokatren and Rashid Ansari and Ahmet Enis {}etin and Alex D. Leow and Olusola Ajilore and Heide Klumpp and Fatos T. Yarman{-}Vural

{IEEE} Access, 9, pp. 19053–19065, 2021



The Hitchhiker’s Guide to Bias and Fairness in Facial Affective Signal Processing: Overview and techniques

Jiaee Cheong and Sinan Kalkan and Hatice Gunes

{IEEE} Signal Process. Mag., 38(6), pp. 39–49, 2021



Speech Driven Gaze in a Face-to-Face Interaction

{"{U}}lk{"{u}} Arslan Aydin and Sinan Kalkan and Cengiz Acart{"{u}}rk

Frontiers Neurorobotics, 15, pp. 598895, 2021



Representation of Cognitive States by Shannon Entropy

Gonul Gunal Degirmendereli and Fatos T. Yarman{-}Vural

29th Signal Processing and Communications Applications Conference, {SIU} 2021, Istanbul, Turkey, June 9-11, 2021, pp. 1–4, 2021



Reinforcement Learning versus Conventional Control for Controlling a Planar Bi-rotor Platform with Tail Appendage

Halil Ibrahim Ugurlu and Sinan Kalkan and Afsar Saranli

J. Intell. Robotic Syst., 102(4), pp. 77, 2021



Rank {&} Sort Loss for Object Detection and Instance Segmentation

Kemal Oksuz and Baris Can Cam and Emre Akbas and Sinan Kalkan

2021 {IEEE/CVF} International Conference on Computer Vision, {ICCV} 2021, Montreal, QC, Canada, October 10-17, 2021, pp. 2989–2998, 2021



Mask-aware IoU for Anchor Assignment in Real-time Instance Segmentation

Kemal Oksuz and Baris Can Cam and Fehmi Kahraman and Zeynep Sonat Baltaci and Sinan Kalkan and Emre Akbas

32nd British Machine Vision Conference 2021, {BMVC} 2021, Online, November 22-25, 2021, pp. 228, 2021



Lifelong Learning and Personalization in Long-Term Human-Robot Interaction {(LEAP-HRI)}

Bahar Irfan and Aditi Ramachandran and Samuel Spaulding and Sinan Kalkan and German Ignacio Parisi and Hatice Gunes

Companion of the 2021 {ACM/IEEE} International Conference on Human-Robot Interaction, {HRI} 2021, Boulder, CO, USA, March 8-11, 2021, pp. 724–727, 2021



Just Noticeable Difference for Machine Perception and Generation of Regularized Adversarial Images with Minimal Perturbation

Adil Kaan Akan and Emre Akbas and Fatos T. Yarman{-}Vural

CoRR, abs/2102.08079, 2021



Imbalance Problems in Object Detection: {A} Review

Kemal Oksuz and Baris Can Cam and Sinan Kalkan and Emre Akbas

{IEEE} Trans. Pattern Anal. Mach. Intell., 43(10), pp. 3388–3415, 2021



HoughNet: Integrating near and long-range evidence for visual detection

Nermin Samet and Samet Hicsonmez and Emre Akbas

CoRR, abs/2104.06773, 2021



HPRNet: Hierarchical point regression for whole-body human pose estimation

Nermin Samet and Emre Akbas

Image Vis. Comput., 115, pp. 104285, 2021



HPRNet: Hierarchical Point Regression for Whole-Body Human Pose Estimation

Nermin Samet and Emre Akbas

CoRR, abs/2106.04269, 2021



Analyzing Complex Problem Solving by Dynamic Brain Networks

Abdullah Alchihabi and Omer Ekmekci and Baran Baris Kivilcim and Sharlene D. Newman and Fatos T. Yarman{-}Vural

Frontiers Neuroinformatics, 15, pp. 670052, 2021



Adversarial Segmentation Loss for Sketch Colorization

Samet Hicsonmez and Nermin Samet and Emre Akbas and Pinar Duygulu

CoRR, abs/2102.06192, 2021



Adversarial Segmentation Loss For Sketch Colorization

Samet Hicsonmez and Nermin Samet and Emre Akbas and Pinar Duygulu

2021 {IEEE} International Conference on Image Processing, {ICIP} 2021, Anchorage, AK, USA, September 19-22, 2021, pp. 2403–2407, 2021



AULA-Caps: Lifecycle-Aware Capsule Networks for Spatio-Temporal Analysis of Facial Actions

Nikhil Churamani and Sinan Kalkan and Hatice Gunes

16th {IEEE} International Conference on Automatic Face and Gesture Recognition, {FG} 2021, Jodhpur, India, December 15-18, 2021, pp. 1–8, 2021



A Deeper Look into Convolutions via Pruning

Ilke {}ugu and Emre Akbas

CoRR, abs/2102.02804, 2021



Weakly Supervised Instance Attention for Multisource Fine-Grained Object Recognition with an Application to Tree Species Classification

B. Aygunes, R. G. Cinbis, S. Aksoy

ISPRS Journal of Photogrammetry and Remote Sensing, 176, pp. 262-274, June 2021



Red Carpet to Fight Club: Partially-supervised Domain Transfer for Face Recognition in Violent Videos

M. K. Yucel, Y. C. Bilge, N. Ikizler-Cinbis, P. Duygulu, R. G. Cinbis

IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), January 2021


2020


{GANILLA:} Generative adversarial networks for image to illustration translation

Samet Hicsonmez and Nermin Samet and Emre Akbas and Pinar Duygulu

Image Vis. Comput., 95, pp. 103886, 2020



{GANILLA:} Generative Adversarial Networks for Image to Illustration Translation

Samet Hicsonmez and Nermin Samet and Emre Akbas and Pinar Duygulu

CoRR, abs/2002.05638, 2020



{ALET} (Automated Labeling of Equipment and Tools): {A} Dataset for Tool Detection and Human Worker Safety Detection

Fatih Can Kurnaz and Burak Hocaoglu and Mert Kaan Yilmaz and Idil S{"{u}}lo and Sinan Kalkan

Computer Vision - {ECCV} 2020 Workshops - Glasgow, UK, August 23-28, 2020, Proceedings, Part {IV}, 12538, pp. 371–386, 2020



Transformer-Encoder Detector Module: Using Context to Improve Robustness to Adversarial Attacks on Object Detection

Faisal Alamri and Sinan Kalkan and Nicolas Pugeault

25th International Conference on Pattern Recognition, {ICPR} 2020, Virtual Event / Milan, Italy, January 10-15, 2021, pp. 9577–9584, 2020



Spatio-Temporal Analysis of Facial Actions using Lifecycle-Aware Capsule Networks

Nikhil Churamani and Sinan Kalkan and Hatice Gunes

CoRR, abs/2011.08819, 2020



Single-Image Super-Resolution Analysis in DCT Spectral Domain

O. Aydın, R. G. Cinbiş

Balkan Journal of Electrical and Computer Engineering, 8, pp. 209-217, 2020



Reducing Label Noise in Anchor-Free Object Detection

Nermin Samet and Samet Hicsonmez and Emre Akbas

31st British Machine Vision Conference 2020, {BMVC} 2020, Virtual Event, UK, September 7-10, 2020, 2020



One Metric to Measure them All: Localisation Recall Precision {(LRP)} for Evaluating Visual Detection Tasks

Kemal Oksuz and Baris Can Cam and Sinan Kalkan and Emre Akbas

CoRR, abs/2011.10772, 2020



Mind Your Manners! {A} Dataset and {A} Continual Learning Approach for Assessing Social Appropriateness of Robot Actions

Jonas Tjomsland and Sinan Kalkan and Hatice Gunes

CoRR, abs/2007.12506, 2020



Low-level multiscale image segmentation and a benchmark for its evaluation

Emre Akbas and Narendra Ahuja

Comput. Vis. Image Underst., 199, pp. 103026, 2020



Late Temporal Modeling in 3D {CNN} Architectures with {BERT} for Action Recognition

M. Esat Kalfaoglu and Sinan Kalkan and A. Aydin Alatan

Computer Vision - {ECCV} 2020 Workshops - Glasgow, UK, August 23-28, 2020, Proceedings, Part {V}, 12539, pp. 731–747, 2020



Just Noticeable Difference for Machines to Generate Adversarial Images

Adil Kaan Akan and Mehmet Ali Genc and Fatos T. Yarman{-}Vural

{IEEE} International Conference on Image Processing, {ICIP} 2020, Abu Dhabi, United Arab Emirates, October 25-28, 2020, pp. 2171–2175, 2020



Investigating Bias and Fairness in Facial Expression Recognition

Tian Xu and Jennifer White and Sinan Kalkan and Hatice Gunes

Computer Vision - {ECCV} 2020 Workshops - Glasgow, UK, August 23-28, 2020, Proceedings, Part {VI}, 12540, pp. 506–523, 2020



HoughNet: Integrating near and long-range evidence for bottom-up object detection

Nermin Samet and Samet Hicsonmez and Emre Akbas

CoRR, abs/2007.02355, 2020



HoughNet: Integrating Near and Long-Range Evidence for Bottom-Up Object Detection

Nermin Samet and Samet Hicsonmez and Emre Akbas

Computer Vision - {ECCV} 2020 - 16th European Conference, Glasgow, UK, August 23-28, 2020, Proceedings, Part {XXV}, 12370, pp. 406–423, 2020



Generating Positive Bounding Boxes for Balanced Training of Object Detectors

Kemal Oksuz and Baris Can Cam and Emre Akbas and Sinan Kalkan

{IEEE} Winter Conference on Applications of Computer Vision, {WACV} 2020, Snowmass Village, CO, USA, March 1-5, 2020, pp. 883–892, 2020



Estimating Static and Dynamic Brain Networks by Kulback-Leibler Divergence from fMRI Data

Gonul Gunal Degirmendereli and Fatos T. Yarman{-}Vural

25th International Conference on Pattern Recognition, {ICPR} 2020, Virtual Event / Milan, Italy, January 10-15, 2021, pp. 5913–5919, 2020



Continual Learning for Affective Robotics: Why, What and How?

Nikhil Churamani and Sinan Kalkan and Hatice Gunes

29th {IEEE} International Conference on Robot and Human Interactive Communication, {RO-MAN} 2020, Naples, Italy, August 31 - September 4, 2020, pp. 425–431, 2020



A Ranking-based, Balanced Loss Function Unifying Classification and Localisation in Object Detection

Kemal Oksuz and Baris Can Cam and Emre Akbas and Sinan Kalkan

Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, NeurIPS 2020, December 6-12, 2020, virtual, 2020



A Deep Dive into Adversarial Robustness in Zero-Shot Learning

M. K. Yucel, R. G. Cinbis, P. Duygulu

ECCV Workshop on Adversarial Robustness in the Real World, Glasgow, United Kingdom (online), August 2020

code



Key Protected Classification for Collaborative Learning

M. B. Sariyildiz, R. G. Cinbis, E. Ayday

Pattern Recognition, 104, pp. 107327, August 2020

code



Graph convolutional networks for region of interest classification in breast histopathology

B. Aygüneş, S. Aksoy, R. G. Cinbiş, K. Kösemehmetoğlu, S. Önder, A. Üner

SPIE Medical Imaging Symposium, Digital Pathology Conference, Houston, Texas, USA, February 2020


2019


{EEG} Classification based on Image Configuration in Social Anxiety Disorder

Lubna Shibly Mokatren and Rashid Ansari and Ahmet Enis {}etin and Alex D. Leow and Olusola Ajilore and Heide Klumpp and Fatos T. Yarman{-}Vural

2019 9th International {IEEE/EMBS} Conference on Neural Engineering (NER), San Francisco, CA, USA, March 20-23, 2019, pp. 577–580, 2019



{COSMO:} Contextualized scene modeling with Boltzmann Machines

Ilker Bozcan and Sinan Kalkan

Robotics Auton. Syst., 113, pp. 132–148, 2019



{ALET} (Automated Labeling of Equipment and Tools): {A} Dataset, a Baseline and a Usecase for Tool Detection in the Wild

Fatih Can Kurnaz and Burak Hocaoglu and Mert Kaan Yilmaz and Idil S{"{u}}lo and Sinan Kalkan

CoRR, abs/1910.11713, 2019



Self-Supervised Learning of 3D Human Pose using Multi-view Geometry

Muhammed Kocabas and Salih Karagoz and Emre Akbas

CoRR, abs/1903.02330, 2019



Self-Supervised Learning of 3D Human Pose Using Multi-View Geometry

Muhammed Kocabas and Salih Karagoz and Emre Akbas

{IEEE} Conference on Computer Vision and Pattern Recognition, {CVPR} 2019, Long Beach, CA, USA, June 16-20, 2019, pp. 1077–1086, 2019



Searching for Ambiguous Objects in Videos using Relational Referring Expressions

Hazan Anayurt and Sezai Artun Ozyegin and Ulfet Cetin and Utku Aktas and Sinan Kalkan

30th British Machine Vision Conference 2019, {BMVC} 2019, Cardiff, UK, September 9-12, 2019, pp. 272, 2019



On the Entropy of Brain Anatomic Regions for Complex Problem Solving

Gonul Gunal Degirmendereli and Sharlene D. Newman and Fatos T. Yarman{-}Vural

19th {IEEE} International Conference on Bioinformatics and Bioengineering, {BIBE} 2019, Athens, Greece, October 28-30, 2019, pp. 603–608, 2019



Modeling and Decoding Complex Problem Solving Process by Artificial Neural Networks

Adil Kaan Akan and Baran Baris Kivilcim and Emre Akbas and Sharlene D. Newman and Fatos T. Yarman{-}Vural

27th Signal Processing and Communications Applications Conference, {SIU} 2019, Sivas, Turkey, April 24-26, 2019, pp. 1–4, 2019



MicroExpNet: An Extremely Small and Fast Model For Expression Recognition From Face Images

Ilke {}ugu and Eren Sener and Emre Akbas

Ninth International Conference on Image Processing Theory, Tools and Applications, {IPTA} 2019, Istanbul, Turkey, November 6-9, 2019, pp. 1–6, 2019



Learning to Generate Unambiguous Spatial Referring Expressions for Real-World Environments

Fethiye Irmak Dogan and Sinan Kalkan and Iolanda Leite

2019 {IEEE/RSJ} International Conference on Intelligent Robots and Systems, {IROS} 2019, Macau, SAR, China, November 3-8, 2019, pp. 4992–4999, 2019



Improved {EEG} Classification by factoring in sensor topography

Lubna Shibly Mokatren and Rashid Ansari and Ahmet Enis {}etin and Alex D. Leow and Heide Klumpp and Olusola Ajilore and Fatos T. Yarman{-}Vural

CoRR, abs/1905.09472, 2019



Deep 3D semantic scene extrapolation

Ali Abbasi and Sinan Kalkan and Yusuf Sahillioglu

Vis. Comput., 35(2), pp. 271–279, 2019



Activity Learning from Lifelogging Images

Kader Belli and Emre Akbas and Adnan Yazici

Artificial Intelligence and Soft Computing - 18th International Conference, {ICAISC} 2019, Zakopane, Poland, June 16-20, 2019, Proceedings, Part {II}, 11509, pp. 327–337, 2019



Image Captioning with Unseen Objects

B. Demirel, R. G. Cinbis, N. Ikizler-Cinbis

British Machine Vision Conference (BMVC), September 2019



Zero-Shot Sign Language Recognition: Can Textual Data Uncover Sign Languages?

Y. C. Bilge, N. Ikizler-Cinbis, R. G. Cinbis

British Machine Vision Conference (BMVC), September 2019



Gradient Matching Generative Networks for Zero-Shot Learning

M. B. Sariyildiz, R. G. Cinbis

IEEE/CVF Conference on Computer Vision & Pattern Recognition (CVPR), Long Beach, CA, USA, June 2019

code



Cross-task weakly supervised learning from instructional videos

D. Zhukov, J.-B. Alayrac, R.G. Cinbis, D. Fouhey, I. Laptev, J. Sivic

IEEE/CVF Conference on Computer Vision & Pattern Recognition (CVPR), Long Beach, CA, USA, June 2019



Weakly Supervised Deep Convolutional Networks For Fine-grained Object Recognition In Multispectral Images

B. Aygunes, S. Aksoy, R. G. Cinbis

IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Yokohama, Japan, July 2019



Multisource Region Attention Network for Fine-Grained Object Recognition in Remote Sensing Imagery

G. Sumbul, R. G. Cinbis, S. Aksoy

IEEE Transactions on Geoscience and Remote Sensing (TGRS), 57, pp. 1558-0644, July 2019



Learning Visually Consistent Label Embeddings for Zero-Shot Learning

B. Demirel, R. G. Cinbis, N. Ikizler-Cinbis

IEEE International Conference on Image Processing (ICIP), Taipei, Taiwan, September 2019


2018


{COSMO:} Contextualized Scene Modeling with Boltzmann Machines

Ilker Bozcan and Sinan Kalkan

CoRR, abs/1807.00511, 2018



Who draw this? Caricaturist recognition using convolutional neural networks

Samet Hicsonmez and Nermin Samet and Emre Akbas and Pinar Duygulu

26th Signal Processing and Communications Applications Conference, {SIU} 2018, Izmir, Turkey, May 2-5, 2018, pp. 1–4, 2018



What is (Missing or Wrong) in the Scene? {A} Hybrid Deep Boltzmann Machine for Contextualized Scene Modeling

Ilker Bozcan and Yagmur Oymak and Idil Zeynep Alemdar and Sinan Kalkan

2018 {IEEE} International Conference on Robotics and Automation, {ICRA} 2018, Brisbane, Australia, May 21-25, 2018, pp. 1–6, 2018



On the Brain Networks of Complex Problem Solving

Abdullah Alchihabi and Omer Ekmekci and Baran B. Kivilicim and Sharlene D. Newman and Fatos T. Yarman{-}Vural

CoRR, abs/1810.05077, 2018



Non-Euclidean Vector Product for Neural Networks

Arman Afrasiyabi and Diaa Badawi and Baris Nasir and Ozan Yildiz and Fatos T. Yarman{-}Vural and A. Enis {}etin

2018 {IEEE} International Conference on Acoustics, Speech and Signal Processing, {ICASSP} 2018, Calgary, AB, Canada, April 15-20, 2018, pp. 6862–6866, 2018



MultiPoseNet: Fast Multi-Person Pose Estimation using Pose Residual Network

Muhammed Kocabas and Salih Karagoz and Emre Akbas

CoRR, abs/1807.04067, 2018



MultiPoseNet: Fast Multi-Person Pose Estimation Using Pose Residual Network

Muhammed Kocabas and Salih Karagoz and Emre Akbas

Computer Vision - {ECCV} 2018 - 15th European Conference, Munich, Germany, September 8-14, 2018, Proceedings, Part {XI}, 11215, pp. 437–453, 2018



Modeling Brain Networks with Artificial Neural Networks

Baran Baris Kivilcim and Itir {"{O}}nal Ertugrul and Fatos T{"{u}}nay Yarman Vural

Graphs in Biomedical Image Analysis - and - Integrating Medical Imaging and Non-Imaging Modalities - Second International Workshop, {GRAIL} 2018 - and - First International Workshop, Beyond {MIC} 2018, Held in Conjunction with {MICCAI} 2018, Granada, Spain, September 20, 2018, Proceedings, pp. 43–53, 2018



Localization Recall Precision {(LRP):} {A} New Performance Metric for Object Detection

Kemal Oksuz and Baris Can Cam and Emre Akbas and Sinan Kalkan

Computer Vision - {ECCV} 2018 - 15th European Conference, Munich, Germany, September 8-14, 2018, Proceedings, Part {VII}, 11211, pp. 521–537, 2018



Derin Öğrenme (translation of Deep Learning by Goodfellow et al.)

Translated by H. Aydın, R. G. Cinbiş, Y. D. Çetin, B. Demirel, S. Kalkan, H. Moğultay, M. B. Sarıyıldız, G. Sümbül, F. Yarman Vural

Buzdağı Yayınevi, 2018



Decoding cognitive subtasks of complex problem solving using fMRI signals

Abdullah Alchihabi and Baran B. Kivilicim and Omer Ekmekci and Sharlene D. Newman and Fatos T. Yarman{-}Vural

26th Signal Processing and Communications Applications Conference, {SIU} 2018, Izmir, Turkey, May 2-5, 2018, pp. 1–4, 2018



Correlation-Based Variational Change Detection for Elevation Models

Gizem Aktas and Fatih Nar and Fatos T{"{u}}nay Yarman Vural

2018 {IEEE} International Geoscience and Remote Sensing Symposium, {IGARSS} 2018, Valencia, Spain, July 22-27, 2018, pp. 1930–1933, 2018



CINet: {A} Learning Based Approach to Incremental Context Modeling in Robots

Fethiye Irmak Dogan and Ilker Bozcan and Mehmet Celik and Sinan Kalkan

2018 {IEEE/RSJ} International Conference on Intelligent Robots and Systems, {IROS} 2018, Madrid, Spain, October 1-5, 2018, pp. 4641–4646, 2018



BrainParcel: {A} Brain Parcellation Algorithm for Cognitive State Classification

Hazal Mogultay and Fatos T{"{u}}nay Yarman Vural

Graphs in Biomedical Image Analysis - and - Integrating Medical Imaging and Non-Imaging Modalities - Second International Workshop, {GRAIL} 2018 - and - First International Workshop, Beyond {MIC} 2018, Held in Conjunction with {MICCAI} 2018, Granada, Spain, September 20, 2018, Proceedings, pp. 32–42, 2018



A dynamic network representation of fMRI for modeling and analyzing the problem solving task

Abdullah Alchihabi and Baran B. Kivilicim and Sharlene D. Newman and Fatos T. Yarman{-}Vural

15th {IEEE} International Symposium on Biomedical Imaging, {ISBI} 2018, Washington, DC, USA, April 4-7, 2018, pp. 114–117, 2018



A Deep Incremental Boltzmann Machine for Modeling Context in Robots

Fethiye Irmak Dogan and Hande {}elikkanat and Sinan Kalkan

2018 {IEEE} International Conference on Robotics and Automation, {ICRA} 2018, Brisbane, Australia, May 21-25, 2018, pp. 2411–2416, 2018



Zero-Shot Object Detection by Hybrid Region Embedding

B. Demirel, R. G. Cinbis, N. Ikizler-Cinbis

British Machine Vision Conference (BMVC), August 2018

data



Fine-Grained Object Recognition and Zero-Shot Learning in Multispectral Imagery

G. Sumbul, R. G. Cinbis, S. Aksoy

IEEE Signal Processing and Communications Applications Conference (SIU), June 2018


2017


What is (missing or wrong) in the scene? {A} Hybrid Deep Boltzmann Machine For Contextualized Scene Modeling

Ilker Bozcan and Yagmur Oymak and Idil Zeynep Alemdar and Sinan Kalkan

CoRR, abs/1710.05664, 2017



Using deep networks for drone detection

Cemal Aker and Sinan Kalkan

14th {IEEE} International Conference on Advanced Video and Signal Based Surveillance, {AVSS} 2017, Lecce, Italy, August 29 - September 1, 2017, pp. 1–6, 2017



Using Deep Networks for Drone Detection

Cemal Aker and Sinan Kalkan

CoRR, abs/1706.05726, 2017



Transfer learning for brain decoding using deep architectures

Burak Velioglu and Fatos T. Yarman{-}Vural

16th {IEEE} International Conference on Cognitive Informatics {&} Cognitive Computing, ICCI*CC 2017, Oxford, United Kingdom, July 26-28, 2017, pp. 65–70, 2017



Supervised Infinite Feature Selection

Sadegh Eskandari and Emre Akbas

CoRR, abs/1704.02665, 2017



Object detection through search with a foveated visual system

Emre Akbas and Miguel P. Eckstein

PLoS Comput. Biol., 13(10), 2017



Multi-way, multilingual neural machine translation

Orhan Firat and Kyunghyun Cho and Baskaran Sankaran and Fatos T. Yarman{-}Vural and Yoshua Bengio

Comput. Speech Lang., 45, pp. 236–252, 2017



MicroExpNet: An Extremely Small and Fast Model For Expression Recognition From Frontal Face Images

Ilke {}ugu and Eren Sener and Emre Akbas

CoRR, abs/1711.07011, 2017



Energy Saving Additive Neural Network

Arman Afrasiyabi and Ozan Yildiz and Baris Nasir and Fatos T. Yarman{-}Vural and A. Enis {}etin

CoRR, abs/1702.02676, 2017



Encoding Multi-Resolution Brain Networks Using Unsupervised Deep Learning

Arash Rahnama and Abdullah Alchihabi and Vijay Gupta and Panos J. Antsaklis and Fatos T. Yarman{-}Vural

17th {IEEE} International Conference on Bioinformatics and Bioengineering, {BIBE} 2017, Washington, DC, USA, October 23-25, 2017, pp. 75–80, 2017



Drone-vs-Bird detection challenge at {IEEE} {AVSS2017}

Angelo Coluccia and Marian Ghenescu and Tomas Piatrik and Geert De Cubber and Arne Schumann and Lars Wilko Sommer and Johannes Klatte and Tobias Schuchert and J{"{u}}rgen Beyerer and Mohammad Farhadi and Ruhallah Amandi and Cemal Aker and Sinan Kalkan and Muhammad Saqib and Nabin Sharma and Sultan Daud Khan and Khan Makkah and Michael Blumenstein

14th {IEEE} International Conference on Advanced Video and Signal Based Surveillance, {AVSS} 2017, Lecce, Italy, August 29 - September 1, 2017, pp. 1–6, 2017



Could we create a training set for image captioning using automatic translation?

Nermin Samet and Samet Hicsonmez and Pinar Duygulu and Emre Akbas

25th Signal Processing and Communications Applications Conference, {SIU} 2017, Antalya, Turkey, May 15-18, 2017, pp. 1–4, 2017



Cognitive learner: An ensemble learning architecture for cognitive state classification

Hazal Mogultay and Fatos T{"{u}}nay Yarman Vural

25th Signal Processing and Communications Applications Conference, {SIU} 2017, Antalya, Turkey, May 15-18, 2017, pp. 1–4, 2017



Analyzing deep features for trademark retrieval

Cemal Aker and Osman Tursun and Sinan Kalkan

25th Signal Processing and Communications Applications Conference, {SIU} 2017, Antalya, Turkey, May 15-18, 2017, pp. 1–4, 2017



An energy efficient additive neural network

Arman Afrasiyabi and Baris Nasir and Ozan Yildiz and Fatos T. Yarman{-}Vural and A. Enis {}etin

25th Signal Processing and Communications Applications Conference, {SIU} 2017, Antalya, Turkey, May 15-18, 2017, pp. 1–4, 2017



A New Representation of fMRI Signal by a Set of Local Meshes for Brain Decoding

Itir Onal and Mete Ozay and Eda Mizrak and Ilke {"{O}}ztekin and Fatos T{"{u}}nay Yarman Vural

{IEEE} Trans. Signal Inf. Process. over Networks, 3(4), pp. 683–694, 2017



A Learning Based Approach to Incremental Context Modeling in Robots

Fethiye Irmak Dogan and Ilker Bozcan and Sinan Kalkan

CoRR, abs/1710.04981, 2017



A Large-scale Dataset and Benchmark for Similar Trademark Retrieval

Osman Tursun and Cemal Aker and Sinan Kalkan

CoRR, abs/1701.05766, 2017



A Gaze-Centered Multimodal Approach to Human-Human Social Interaction

Cengiz Acart{"{u}}rk and Sinan Kalkan and {"{U}}lk{"{u}} Arslan Aydin

3rd {IEEE} International Conference on Cybernetics, {CYBCONF} 2017, Exeter, United Kingdom, June 21-23, 2017, pp. 1–6, 2017


2016


{CEREBRA:} {A} 3-D visualization tool for brain network extracted from fMRI data

Baris Nasir and Fatos T. Yarman{-}Vural

38th Annual International Conference of the {IEEE} Engineering in Medicine and Biology Society, {EMBC} 2016, Orlando, FL, USA, August 16-20, 2016, pp. 1147–1150, 2016



Zero-Resource Translation with Multi-Lingual Neural Machine Translation

Orhan Firat and Baskaran Sankaran and Yaser Al{-}Onaizan and Fatos T. Yarman{-}Vural and Kyunghyun Cho

Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing, {EMNLP} 2016, Austin, Texas, USA, November 1-4, 2016, pp. 268–277, 2016



Simplification and visualization of brain network extracted from fMRI data using {CEREBRA}

Baris Nasir and Fatos T. Yarman{-}Vural

15th {IEEE} International Conference on Cognitive Informatics {&} Cognitive Computing ,ICCI*CC 2016, Palo Alto, CA, USA, August 22-23, 2016, pp. 174–181, 2016



Shape Retrieval of Low-Cost {RGB-D} Captures

Pedro B. Pascoal and Pedro F. Proen{}a and Filipe Gaspar and Miguel Sales Dias and Alfredo Ferreira and Atsushi Tatsuma and Masaki Aono and K. Berker Logoglu and Sinan Kalkan and Alptekin Temizel and Bo Li and Henry Johan and Yijuan Lu and Viktor Seib and Norman Link and Dietrich Paulus

9th Eurographics Workshop on 3D Object Retrieval, 3DOR@Eurographics 2016, Lisbon, Portugal, May 8, 2016, 2016



Performance evaluation of similarity measures for dense multimodal stereovision

Mustafa Yaman and Sinan Kalkan

J. Electronic Imaging, 25(3), pp. 033013, 2016



Modeling the Sequence of Brain Volumes by Local Mesh Models for Brain Decoding

Itir Onal and Mete Ozay and Eda Mizrak and Ilke {"{O}}ztekin and Fatos T. Yarman{-}Vural

CoRR, abs/1603.01067, 2016



Machine Learning Methods for Attack Detection in the Smart Grid

Mete Ozay and Inaki Esnaola and Fatos T{"{u}}nay Yarman Vural and Sanjeev R. Kulkarni and H. Vincent Poor

{IEEE} Trans. Neural Networks Learn. Syst., 27(8), pp. 1773–1786, 2016



Learning Context on a Humanoid Robot using Incremental Latent Dirichlet Allocation

Hande {}elikkanat and G{"{u}}ner Orhan and Nicolas Pugeault and Frank Guerin and Erol Sahin and Sinan Kalkan

{IEEE} Trans. Cogn. Dev. Syst., 8(1), pp. 42–59, 2016



Hierarchical distance learning by stacking nearest neighbor classifiers

Mete Ozay and Fatos T{"{u}}nay Yarman Vural

Inf. Fusion, 29, pp. 14–31, 2016



Encoding the Local Connectivity Patterns of fMRI for Cognitive State Classification

Itir {"{O}}nal Ertugrul and Mete Ozay and Fatos T. Yarman{-}Vural

CoRR, abs/1610.05036, 2016



Effect of voxel selection on temporal mesh model for brain decoding

Arman Afrasiyabi and Itir Onal and Fatos T. Yarman{-}Vural

24th Signal Processing and Communication Application Conference, {SIU} 2016, Zonguldak, Turkey, May 16-19, 2016, pp. 2249–2252, 2016



Decoding cognitive states using the bag of words model on fMRI time series

Gunes Sucu and Emre Akbas and Ilke {"{O}}ztekin and Eda Mizrak and Fatos T. Yarman{-}Vural

24th Signal Processing and Communication Application Conference, {SIU} 2016, Zonguldak, Turkey, May 16-19, 2016, pp. 2245–2248, 2016



CoSPAIR: Colored Histograms of Spatial Concentric Surflet-Pairs for 3D object recognition

K. Berker Logoglu and Sinan Kalkan and Alptekin Temizel

Robotics Auton. Syst., 75, pp. 558–570, 2016



A robust normalization method for fMRI data for brain decoding

Ozan Yildiz and Fethiye Irmak Dogan and Ilke {"{O}}ztekin and Eda Mizrak and Fatos T. Yarman{-}Vural

24th Signal Processing and Communication Application Conference, {SIU} 2016, Zonguldak, Turkey, May 16-19, 2016, pp. 2269–2272, 2016



A Sparse Temporal Mesh Model for brain decoding

Arman Afrasiyabi and Itir Onal and Fatos T. Yarman{-}Vural

15th {IEEE} International Conference on Cognitive Informatics {&} Cognitive Computing ,ICCI*CC 2016, Palo Alto, CA, USA, August 22-23, 2016, pp. 198–206, 2016



A Self-Supervised Decision Fusion Framework for Building Detection

{}aglar Senaras and Fatos T. Yarman{-}Vural

{IEEE} J. Sel. Top. Appl. Earth Obs. Remote. Sens., 9(5), pp. 1780–1791, 2016



A Hierarchical Multi-resolution Mesh Network for Brain Decoding

Itir {"{O}}nal and Mete Ozay and Fatos T{"{u}}nay Yarman Vural

CoRR, abs/1607.07695, 2016


2015


{METU} dataset: {A} big dataset for benchmarking trademark retrieval

Osman Tursun and Sinan Kalkan

14th {IAPR} International Conference on Machine Vision Applications, {MVA} 2015, Miraikan, Tokyo, Japan, 18-22 May, 2015, pp. 514–517, 2015



fMRG Verilerinde Temel Bile{}enler Analizi ve {"{O}}zyinemeli Boyut Eliminasyonu Kullanarak Boyut K{"{u}}{}{"{u}}ltme

Arman Afrasiyabi and Fatos T. Yarman{-}Vural

2015 23nd Signal Processing and Communications Applications Conference (SIU), Malatya, Turkey, May 16-19, 2015, pp. 2438–2441, 2015



Vision-Based Detection and Distance Estimation of Micro Unmanned Aerial Vehicles

Fatih G{"{o}}k{}e and G{"{o}}kt{"{u}}rk {"{U}}{}oluk and Erol Sahin and Sinan Kalkan

Sensors, 15(9), pp. 23805–23846, 2015



Towards an Embodied Developing Vision System

Ilkay Atil and Sinan Kalkan

K{"{u}}nstliche Intell., 29(1), pp. 41–50, 2015



Sparse Attack Construction and State Estimation in the Smart Grid: Centralized and Distributed Models

Mete Ozay and Inaki Esnaola and Fatos T. Yarman{-}Vural and Sanjeev R. Kulkarni and H. Vincent Poor

CoRR, abs/1502.04254, 2015



Segmentation Fusion for Building Detection Using Domain-Specific Information

{"{O}}zge {"{O}}ztimur Karadag and {}aglar Senaras and Fatos T. Yarman{-}Vural

{IEEE} J. Sel. Top. Appl. Earth Obs. Remote. Sens., 8(7), pp. 3305–3315, 2015



Modeling Voxel Connectivity for Brain Decoding

Itir {"{O}}nal and Mete Ozay and Fatos T. Yarman{-}Vural

2015 International Workshop on Pattern Recognition in NeuroImaging, Stanford, CA, USA, June 10-12, 2015, pp. 5–8, 2015



Learning Deep Temporal Representations for fMRI Brain Decoding

Orhan Firat and Emre Aksan and Ilke {"{O}}ztekin and Fatos T. Yarman{-}Vural

Machine Learning Meets Medical Imaging - First International Workshop, {MLMMI} 2015, Held in Conjunction with {ICML} 2015, Lille, France, July 11, 2015. Revised Selected Papers, pp. 25–34, 2015



Integrating spatial concepts into a probabilistic concept web

Hande {}elikkanat and Erol Sahin and Sinan Kalkan

International Conference on Advanced Robotics, {ICAR} 2015, Istanbul, Turkey, July 27-31, 2015, pp. 259–264, 2015



Fusion of Image Segmentation Algorithms using Consensus Clustering

Mete Ozay and Fatos T. Yarman{-}Vural and Sanjeev R. Kulkarni and H. Vincent Poor

CoRR, abs/1502.05435, 2015



Functional Mesh Model with Temporal Measurements for brain decoding

Itir {"{O}}nal and Mete Ozay and Fatos T. Yarman{-}Vural

37th Annual International Conference of the {IEEE} Engineering in Medicine and Biology Society, {EMBC} 2015, Milan, Italy, August 25-29, 2015, pp. 2624–2628, 2015



Ensembling brain regions for brain decoding

Sarper Alkan and Fatos T. Yarman{-}Vural

37th Annual International Conference of the {IEEE} Engineering in Medicine and Biology Society, {EMBC} 2015, Milan, Italy, August 25-29, 2015, pp. 2948–2951, 2015



Classification of fMRI data by using clustering

Hazal Mogultay and Sarper Alkan and Fatos T. Yarman{-}Vural

2015 23nd Signal Processing and Communications Applications Conference (SIU), Malatya, Turkey, May 16-19, 2015, pp. 2381–2383, 2015



Bili{}sel durum analizi i{}in beyin A{}i modeli

Itir Onal and Emre Aksan and Burak Velioglu and Orhan Firat and Mete Ozay and Fatos T. Yarman{-}Vural

2015 23nd Signal Processing and Communications Applications Conference (SIU), Malatya, Turkey, May 16-19, 2015, pp. 1688–1692, 2015



An {MRF} framework for co-solving image segmentation and border ownership

{"{O}}zge {"{O}}ztimur Karadag and Mehmet Akif Akkus and Sinan Kalkan and Fatos T. Yarman{-}Vural

2015 23nd Signal Processing and Communications Applications Conference (SIU), Malatya, Turkey, May 16-19, 2015, pp. 839–842, 2015



An iterative adaptive multi-modal stereo-vision method using mutual information

Mustafa Yaman and Sinan Kalkan

J. Vis. Commun. Image Represent., 26, pp. 115–131, 2015



A Probabilistic Concept Web on a Humanoid Robot

Hande {}elikkanat and G{"{u}}ner Orhan and Sinan Kalkan

{IEEE} Trans. Auton. Ment. Dev., 7(2), pp. 92–106, 2015


2014


Using slowness principle for feature selection: Relevant feature analysis

Hande {}elikkanat and Sinan Kalkan

2014 22nd Signal Processing and Communications Applications Conference (SIU), Trabzon, Turkey, April 23-25, 2014, pp. 1540–1543, 2014



Segmentation and decision fusion for building detection

{"{O}}zge {"{O}}ztimur Karadag and {}aglar Senaras and Fatos T. Yarman{-}Vural

2014 {IEEE} Geoscience and Remote Sensing Symposium, {IGARSS} 2014, Quebec City, QC, Canada, July 13-18, 2014, pp. 1604–1607, 2014



Representation Learning for Contextual Object and Region Detection in Remote Sensing

Orhan Firat and Gulcan Can and Fatos T. Yarman{-}Vural

22nd International Conference on Pattern Recognition, {ICPR} 2014, Stockholm, Sweden, August 24-28, 2014, pp. 3708–3713, 2014



Object Detection Through Exploration With {A} Foveated Visual Field

Emre Akbas and Miguel P. Eckstein

CoRR, abs/1408.0814, 2014



Modeling the Brain Connectivity for Pattern Analysis

Itir Onal and Emre Aksan and Burak Velioglu and Orhan Firat and Mete Ozay and Ilke {"{O}}ztekin and Fatos T. Yarman{-}Vural

22nd International Conference on Pattern Recognition, {ICPR} 2014, Stockholm, Sweden, August 24-28, 2014, pp. 3339–3344, 2014



Low-Level Hierarchical Multiscale Segmentation Statistics of Natural Images

Emre Akbas and Narendra Ahuja

{IEEE} Trans. Pattern Anal. Mach. Intell., 36(9), pp. 1900–1906, 2014



Localization of semantic category classification in fMRI images

Sarper Alkan and Fatos T. Yarman{-}Vural

2014 22nd Signal Processing and Communications Applications Conference (SIU), Trabzon, Turkey, April 23-25, 2014, pp. 2178–2181, 2014



Learning and using context on a humanoid robot using latent dirichlet allocation

Hande {}elikkanat and G{"{u}}ner Orhan and Nicolas Pugeault and Frank Guerin and Erol Sahin and Sinan Kalkan

4th International Conference on Development and Learning and on Epigenetic Robotics, {ICDL-EPIROB} 2014, Genoa, Italy, October 13-16, 2014, pp. 201–207, 2014



Image segmentation by fusion of low level and domain specific information via Markov Random Fields

{"{O}}zge {"{O}}ztimur Karadag and Fatos T. Yarman{-}Vural

Pattern Recognit. Lett., 46, pp. 75–82, 2014



Fusion of Image Segmentations under Markov, Random Fields

{"{O}}zge {"{O}}ztimur Karadag and Fatos T. Yarman{-}Vural

22nd International Conference on Pattern Recognition, {ICPR} 2014, Stockholm, Sweden, August 24-28, 2014, pp. 930–935, 2014



Functional networks of anatomic brain regions

Burak Velioglu and Emre Aksan and Itir Onal and Orhan Firat and Mete Ozay and Fatos T. Yarman{-}Vural

{IEEE} 13th International Conference on Cognitive Informatics and Cognitive Computing, ICCI*CC 2014, London, UK, August 18-20, 2014, pp. 53–60, 2014



Estimating brain connectivity for pattern analysis

Itir {"{O}}nal and Emre Aksan and Burak Velioglu and Orhan Firat and Mete Ozay and Like Oztekin and Fatos T. Yarman{-}Vural

2014 22nd Signal Processing and Communications Applications Conference (SIU), Trabzon, Turkey, April 23-25, 2014, pp. 1806–1809, 2014



Deep learning for brain decoding

Orhan Firat and Like Oztekin and Fatos T. Yarman{-}Vural

2014 {IEEE} International Conference on Image Processing, {ICIP} 2014, Paris, France, October 27-30, 2014, pp. 2784–2788, 2014



Analysis of Widely-used Descriptors for Finger-vein Recognition

Fariba Yousefi and Erdal Sivri and {"{O}}zg{"{u}}r Kaya and Selma Suloglu and Sinan Kalkan

{VISAPP} 2014 - Proceedings of the 9th International Conference on Computer Vision Theory and Applications, Volume 1, Lisbon, Portugal, 5-8 January, 2014, pp. 564–571, 2014



A framework for machine vision based on neuro-mimetic front end processing and clustering

Emre Akbas and Aseem Wadhwa and Miguel P. Eckstein and Upamanyu Madhow

52nd Annual Allerton Conference on Communication, Control, and Computing, Allerton 2014, Allerton Park {&} Retreat Center, Monticello, IL, USA, September 30 - October 3, 2014, pp. 311–318, 2014


2013


{MRF} Based Image Segmentation Augmented with Domain Specific Information

{"{O}}zge {"{O}}ztimur Karadag and Fatos T. Yarman{-}Vural

Image Analysis and Processing - {ICIAP} 2013 - 17th International Conference, Naples, Italy, September 9-13, 2013, Proceedings, Part {II}, pp. 61–70, 2013



The learning of adjectives and nouns from affordance and appearance features

Onur Y{"{u}}r{"{u}}ten and Erol Sahin and Sinan Kalkan

Adapt. Behav., 21(6), pp. 437–451, 2013



Representation of cognitive processes using the minimum spanning tree of local meshes

Orhan Firat and Mete Ozay and Itir Onal and Ilke {"{O}}ztekin and Fatos T{"{u}}nay Yarman Vural

35th Annual International Conference of the {IEEE} Engineering in Medicine and Biology Society, {EMBC} 2013, Osaka, Japan, July 3-7, 2013, pp. 6780–6783, 2013



Representation learning with convolutional sparse autoencoders for remote sensing

Orhan Firat and Fatos T. Yarman{-}Vural

21st Signal Processing and Communications Applications Conference, {SIU} 2013, Haspolat, Turkey, April 24-26, 2013, pp. 1–4, 2013



Relating affordances with verbs, nouns and adjectives

Sinan Kalkan and Onur Y{"{u}}r{"{u}}ten and Erol Sahin

21st Signal Processing and Communications Applications Conference, {SIU} 2013, Haspolat, Turkey, April 24-26, 2013, pp. 1–4, 2013



Range analysis of junctions

Mehmet Akif Akkus and Merve Aydinlilar and Sinan Kalkan

21st Signal Processing and Communications Applications Conference, {SIU} 2013, Haspolat, Turkey, April 24-26, 2013, pp. 1–4, 2013



Multimodal Stereo Vision Using Mutual Information with Adaptive Windowing

Mustafa Yaman and Sinan Kalkan

Proceedings of the 13. {IAPR} International Conference on Machine Vision Applications, {MVA} 2013, Kyoto, Japan, May 20-23, 2013, pp. 335–338, 2013



Mesh learning for object classification using fMRI measurements

Omer Ekmekci and Orhan Firat and Mete Ozay and Ilke {"{O}}ztekin and Fatos T. Yarman{-}Vural and Uygar {"{O}}ztekin

{IEEE} International Conference on Image Processing, {ICIP} 2013, Melbourne, Australia, September 15-18, 2013, pp. 2631–2634, 2013



Learning Social Affordances and Using Them for Planning

Kadir Firat Uyanik and Yigit {}aliskan and Asil Kaan Bozcuoglu and Onur Y{"{u}}r{"{u}}ten and Sinan Kalkan and Erol Sahin

Proceedings of the 35th Annual Meeting of the Cognitive Science Society, CogSci 2013, Berlin, Germany, July 31 - August 3, 2013, 2013



Information distribution analysis in the fMRI measurements with degree of locality estimation

Itir {"{O}}nal and Mete Ozay and Orhan Firat and Ilke {"{O}}ztekin and Fatos T. Yarman{-}Vural

21st Signal Processing and Communications Applications Conference, {SIU} 2013, Haspolat, Turkey, April 24-26, 2013, pp. 1–4, 2013



Global Binary Patterns: {A} Novel Shape Descriptor

Erdal Sivri and Sinan Kalkan

Proceedings of the 13. {IAPR} International Conference on Machine Vision Applications, {MVA} 2013, Kyoto, Japan, May 20-23, 2013, pp. 169–172, 2013



Fusion of image segmentation algorithms using consensus clustering

Mete Ozay and Fatos T. Yarman{-}Vural and Sanjeev R. Kulkarni and H. Vincent Poor

{IEEE} International Conference on Image Processing, {ICIP} 2013, Melbourne, Australia, September 15-18, 2013, pp. 4049–4053, 2013



Functional Mesh Learning for pattern analysis of cognitive processes

Orhan Firat and Mete Ozay and Itir Onal and Ilke {"{O}}ztekin and Fatos T. Yarman{-}Vural

{IEEE} 12th International Conference on Cognitive Informatics and Cognitive Computing, ICCI*CC 2013, New York, NY, USA, July 16-18, 2013, pp. 161–167, 2013



Extraction of border ownership information by Conditional Random Field model

Bugra Ozkan and Sinan Kalkan

21st Signal Processing and Communications Applications Conference, {SIU} 2013, Haspolat, Turkey, April 24-26, 2013, pp. 1–4, 2013



Enhancing Local Linear Models Using Functional Connectivity for Brain State Decoding

Orhan Firat and Mete {"{O}}zay and Itir {"{O}}nal and Ilke {"{O}}ztekin and Fatos T. Yarman{-}Vural

Int. J. Cogn. Informatics Nat. Intell., 7(3), pp. 46–57, 2013



Dry dock detection in satellite images with representation learning

{"{U}}mit Rusen Aktas and Orhan Firat and Fatos T. Yarman{-}Vural

21st Signal Processing and Communications Applications Conference, {SIU} 2013, Haspolat, Turkey, April 24-26, 2013, pp. 1–4, 2013



Deep Hierarchies in the Primate Visual Cortex: What Can We Learn for Computer Vision?

Norbert Kr{"{u}}ger and Peter Janssen and Sinan Kalkan and Markus Lappe and Ales Leonardis and Justus H. Piater and Antonio Jose Rodr{'{}}guez{-}S{'{a}}nchez and Laurenz Wiskott

{IEEE} Trans. Pattern Anal. Mach. Intell., 35(8), pp. 1847–1871, 2013



Contextual object reco{}nition with conditional random fields

Gulcan Can and Orhan Firat and Fatos T. Yarman{-}Vural

21st Signal Processing and Communications Applications Conference, {SIU} 2013, Haspolat, Turkey, April 24-26, 2013, pp. 1–4, 2013



Cognitive process representation with minimum spanning tree of local meshes

Orhan Firat and Mete Ozay and Itir {"{O}}nal and Ilke {"{O}}ztekin and Fatos T. Yarman{-}Vural

21st Signal Processing and Communications Applications Conference, {SIU} 2013, Haspolat, Turkey, April 24-26, 2013, pp. 1–4, 2013



Co-learning nouns and adjectives

G{"{u}}ner Orhan and Serta{} Olgunsoylu and Erol Sahin and Sinan Kalkan

2013 {IEEE} Third Joint International Conference on Development and Learning and Epigenetic Robotics, {ICDL-EPIROB} 2013, Osaka, Japan, August 18-22, 2013, pp. 1–6, 2013



Building Detection With Decision Fusion

{}aglar Senaras and Mete Ozay and Fatos T. Yarman{-}Vural

{IEEE} J. Sel. Top. Appl. Earth Obs. Remote. Sens., 6(3), pp. 1295–1304, 2013



Analyzing the information distribution in the fMRI measurements by estimating the degree of locality

Itir Onal and Mete Ozay and Orhan Firat and Ilke {"{O}}ztekin and Fatos T{"{u}}nay Yarman Vural

35th Annual International Conference of the {IEEE} Engineering in Medicine and Biology Society, {EMBC} 2013, Osaka, Japan, July 3-7, 2013, pp. 6772–6775, 2013



An information theoretic approach to classify cognitive states using fMRI

Itir Onal and Mete Ozay and Orhan Firat and Ilke {"{O}}ztekin and Fatos T. Yarman{-}Vural

13th {IEEE} International Conference on BioInformatics and BioEngineering, {BIBE} 2013, Chania, Greece, November 10-13, 2013, pp. 1–6, 2013



Airplane localization in satellite images by using visual attention

Gulsah Tumuklu Ozyer and Fatos T. Yarman{-}Vural

21st Signal Processing and Communications Applications Conference, {SIU} 2013, Haspolat, Turkey, April 24-26, 2013, pp. 1–4, 2013



A novel shape descriptor: Intersection Consistency Histograms

Erdal Sivri and Sinan Kalkan

21st Signal Processing and Communications Applications Conference, {SIU} 2013, Haspolat, Turkey, April 24-26, 2013, pp. 1–4, 2013



A comprehensive database for border ownership

Mehmet Akif Akkus and Gaye Topuz and Bugra Ozkan and Sinan Kalkan

21st Signal Processing and Communications Applications Conference, {SIU} 2013, Haspolat, Turkey, April 24-26, 2013, pp. 1–4, 2013


2012


Smarter security in the smart grid

Mete Ozay and Inaki Esnaola and Fatos T. Yarman{-}Vural and Sanjeev R. Kulkarni and H. Vincent Poor

{IEEE} Third International Conference on Smart Grid Communications, SmartGridComm 2012, Tainan, Taiwan, November 5-8, 2012, pp. 312–317, 2012



Semantic image segmentation with Markov Random Fields

{"{O}}zge {"{O}}ztimur Karadag and Fatos T. Yarman{-}Vural

20th Signal Processing and Communications Applications Conference, {SIU} 2012, Mugla, Turkey, April 18-20, 2012, pp. 1–4, 2012



Mesh learning approach for brain data modeling

Orhan Firat and Mete Ozay and Itir {"{O}}nal and Ilke {"{O}}ztekin and Fatos T. Yarman{-}Vural

20th Signal Processing and Communications Applications Conference, {SIU} 2012, Mugla, Turkey, April 18-20, 2012, pp. 1–4, 2012



Mesh Learning for Classifying Cognitive Processes

Mete Ozay and Ilke {"{O}}ztekin and Uygar {"{O}}ztekin and Fatos T. Yarman{-}Vural

CoRR, abs/1205.2382, 2012



Learning Adjectives and Nouns from Affordances on the iCub Humanoid Robot

Onur Y{"{u}}r{"{u}}ten and Kadir Firat Uyanik and Yigit {}aliskan and Asil Kaan Bozcuoglu and Erol Sahin and Sinan Kalkan

From Animals to Animats 12 - 12th International Conference on Simulation of Adaptive Behavior, {SAB} 2012, Odense, Denmark, August 27-30, 2012. Proceedings, 7426, pp. 330–340, 2012



Introduction to Programming Concepts with Case Studies in Python

G{"{o}}kt{"{u}}rk {"{U}}{}oluk and Sinan Kalkan

, 2012



Human and robotics hands grasping danger

Filomena Anelli and Roberto Nicoletti and Sinan Kalkan and Erol Sahin and Anna M. Borghi

The 2012 International Joint Conference on Neural Networks (IJCNN), Brisbane, Australia, June 10-15, 2012, pp. 1–8, 2012



Distributed models for sparse attack construction and state vector estimation in the smart grid

Mete Ozay and Inaki Esnaola and Fatos T. Yarman{-}Vural and Sanjeev R. Kulkarni and H. Vincent Poor

{IEEE} Third International Conference on Smart Grid Communications, SmartGridComm 2012, Tainan, Taiwan, November 5-8, 2012, pp. 306–311, 2012



Disparity disambiguation by fusion of signal- and symbolic-level information

Jarno Ralli and Javier D{'{}}az and Sinan Kalkan and Norbert Kr{"{u}}ger and Eduardo Ros

Mach. Vis. Appl., 23(1), pp. 65–77, 2012



Conditional Random Fields for Land Use/Land Cover Classification and Complex Region Detection

Gulcan Can and Orhan Firat and Fatos T{"{u}}nay Yarman Vural

Structural, Syntactic, and Statistical Pattern Recognition - Joint {IAPR} International Workshop, SSPR{&}SPR 2012, Hiroshima, Japan, November 7-9, 2012. Proceedings, pp. 216–224, 2012



Automatic building detection with feature space fusion using ensemble learning

{}aglar Senaras and Baris Y{"{u}}ksel and Mete Ozay and Fatos T. Yarman{-}Vural

2012 {IEEE} International Geoscience and Remote Sensing Symposium, {IGARSS} 2012, Munich, Germany, July 22-27, 2012, pp. 6713–6716, 2012



Application of context invariants in airport region of interest detection for multi-spectral satellite imagery

Orhan Firat and Okan Tarhan Tursun and Fatos T. Yarman{-}Vural

20th Signal Processing and Communications Applications Conference, {SIU} 2012, Mugla, Turkey, April 18-20, 2012, pp. 1–4, 2012



A robust approach for shoreline detection in satellite imagery

{"{U}}mit Rusen Aktas and Gulcan Can and Fatos T. Yarman{-}Vural

20th Signal Processing and Communications Applications Conference, {SIU} 2012, Mugla, Turkey, April 18-20, 2012, pp. 1–4, 2012



A New Fuzzy Stacked Generalization Technique for Deep learning and Analysis of its Performance

Mete Ozay and Fatos T. Yarman{-}Vural

CoRR, abs/1204.0171, 2012


2011


MIS-Boost: Multiple Instance Selection Boosting

Emre Akbas and Bernard Ghanem and Narendra Ahuja

CoRR, abs/1109.2388, 2011



Generation and analysis of segmentation trees for natural images

Emre Akbas

, 2011



An Attention-Based Image Retrieval System

Gulsah Tumuklu Ozyer and Fatos T. Yarman{-}Vural

10th International Conference on Machine Learning and Applications and Workshops, {ICMLA} 2011, Honolulu, Hawaii, USA, December 18-21, 2011. Volume 1: Main Conference, pp. 96–99, 2011


2010


Using multi-modal 3D contours and their relations for vision and robotics

Emre Baseski and Nicolas Pugeault and Sinan Kalkan and Leon Bodenhagen and Justus H. Piater and Norbert Kr{"{u}}ger

J. Vis. Commun. Image Represent., 21(8), pp. 850–864, 2010



Pedestrian Recognition with a Learned Metric

Mert Dikmen and Emre Akbas and Thomas S. Huang and Narendra Ahuja

Computer Vision - {ACCV} 2010 - 10th Asian Conference on Computer Vision, Queenstown, New Zealand, November 8-12, 2010, Revised Selected Papers, Part {IV}, 6495, pp. 501–512, 2010



Low-Level Image Segmentation Based Scene Classification

Emre Akbas and Narendra Ahuja

20th International Conference on Pattern Recognition, {ICPR} 2010, Istanbul, Turkey, 23-26 August 2010, pp. 3623–3626, 2010



Learning Affordances for Categorizing Objects and Their Properties

Nilg{"{u}}n Dag and Ilkay Atil and Sinan Kalkan and Erol Sahin

20th International Conference on Pattern Recognition, {ICPR} 2010, Istanbul, Turkey, 23-26 August 2010, pp. 3089–3092, 2010



Affordances and Emergence of Concepts

Ilkay Atil and Nilg{"{u}}n Dag and Sinan Kalkan and Erol Sahin

Proceedings of the Tenth International Conference on Epigenetic Robotics (EpiRob 2010), {"{O}}ren{"{a}}s Slott, Sweden, November, 5-7, 2010, 2010


2009


{HANOLISTIC:} {A} Hierarchical Automatic Image Annotation System Using Holistic Approach

{"{O}}zge {"{O}}ztimur Karadag and Fatos T. Yarman{-}Vural

{IEEE} Conference on Computer Vision and Pattern Recognition, {CVPR} Workshops 2009, Miami, FL, USA, 20-25 June, 2009, pp. 16–21, 2009



Using 3D contours and their relations for cognitive vision and robotics

Emre Baseski and Leon Bodenhagen and Nicolas Pugeault and Sinan Kalkan and Justus H. Piater and Norbert Kr{"{u}}ger

The 24th International Symposium on Computer and Information Sciences, {ISCIS} 2009, 14-16 September 2009, North Cyprus, pp. 409–414, 2009



Image annotation with semi-supervised clustering

Ahmet Sayar and Fatos T{"{u}}nay Yarman Vural

The 24th International Symposium on Computer and Information Sciences, {ISCIS} 2009, 14-16 September 2009, North Cyprus, pp. 12–17, 2009



From Ramp Discontinuities to Segmentation Tree

Emre Akbas and Narendra Ahuja

Computer Vision - {ACCV} 2009, 9th Asian Conference on Computer Vision, Xi’an, China, September 23-27, 2009, Revised Selected Papers, Part {I}, 5994, pp. 123–134, 2009



Erratum: “Birth of the Object: Detection of Objectness and Extraction of Object Shape through Object-Action complexes”

Dirk Kraft and Nicolas Pugeault and Emre Baseski and Mila Popovic and Danica Kragic and Sinan Kalkan and Florentin W{"{o}}rg{"{o}}tter and Norbert Kr{"{u}}ger

Int. J. Humanoid Robotics, 6(3), pp. 561, 2009



Ensemble detection: {A} new architecture for multisensor data fusion with ensemble learning for object detection

Mete Ozay and Okan Akalin and Fatos T. Yarman{-}Vural

The 24th International Symposium on Computer and Information Sciences, {ISCIS} 2009, 14-16 September 2009, North Cyprus, pp. 420–425, 2009



Continuous dimensionality characterization of image structures

Michael Felsberg and Sinan Kalkan and Norbert Kr{"{u}}ger

Image Vis. Comput., 27(6), pp. 628–636, 2009



Bayesian Classification of Image Structures

Dibyendusekhar Goswami and Sinan Kalkan and Norbert Kr{"{u}}ger

Image Analysis, 16th Scandinavian Conference, {SCIA} 2009, Oslo, Norway, June 15-18, 2009. Proceedings, 5575, pp. 676–685, 2009



A new decision fusion technique for image classification

Mete Ozay and Fatos T{"{u}}nay Yarman Vural

Proceedings of the International Conference on Image Processing, {ICIP} 2009, 7-10 November 2009, Cairo, Egypt, pp. 2189–2192, 2009


2008


Semantic Reasoning for Scene Interpretation

Lars Baunegaard With Jensen and Emre Baseski and Sinan Kalkan and Nicolas Pugeault and Florentin W{"{o}}rg{"{o}}tter and Norbert Kr{"{u}}ger

Cognitive Vision, 4th International Workshop, {ICVW} 2008, Santorini, Greece, May 12, 2008, Revised Selected Papers, 5329, pp. 121–134, 2008



Relations Between Reconstructed 3D Entities

Nicolas Pugeault and Sinan Kalkan and Florentin W{"{o}}rg{"{o}}tter and Emre Baseski and Norbert Kr{"{u}}ger

{VISAPP} 2008: Proceedings of the Third International Conference on Computer Vision Theory and Applications, Funchal, Madeira, Portugal, January 22-25, 2008 - Volume 2, pp. 186–193, 2008



On the Performance of Stacked Generalization Classifiers

Mete Ozay and Fatos T{"{u}}nay Yarman Vural

Image Analysis and Recognition, 5th International Conference, {ICIAR} 2008, P{'{o}}voa de Varzim, Portugal, June 25-27, 2008. Proceedings, pp. 445–454, 2008



Multi-modal statistics of local image structures and its applications for depth prediction

Sinan Kalkan

, 2008



Depth Prediction at Homogeneous Image Structures

Sinan Kalkan and Florentin W{"{o}}rg{"{o}}tter and Norbert Kr{"{u}}ger

{VISAPP} 2008: Proceedings of the Third International Conference on Computer Vision Theory and Applications, Funchal, Madeira, Portugal, January 22-25, 2008 - Volume 2, pp. 520–527, 2008



Birth of the Object: Detection of Objectness and Extraction of Object Shape through Object-Action complexes

Dirk Kraft and Nicolas Pugeault and Emre Baseski and Mila Popovic and Danica Kragic and Sinan Kalkan and Florentin W{"{o}}rg{"{o}}tter and Norbert Kr{"{u}}ger

Int. J. Humanoid Robotics, 5(2), pp. 247–265, 2008



A Signal-Symbol Loop Mechanism for Enhanced Edge Extraction

Sinan Kalkan and Florentin W{"{o}}rg{"{o}}tter and Yan Shi and Volker Kr{"{u}}ger and Norbert Kr{"{u}}ger

{VISAPP} 2008: Proceedings of the Third International Conference on Computer Vision Theory and Applications, Funchal, Madeira, Portugal, January 22-25, 2008 - Volume 2, pp. 214–221, 2008


2007


Utilizing Semantic Interpretation of Junctions for 3D-2D Pose Estimation

Florian Pilz and Yan Shi and Daniel Grest and Nicolas Pugeault and Sinan Kalkan and Norbert Kr{"{u}}ger

Advances in Visual Computing, Third International Symposium, {ISVC} 2007, Lake Tahoe, NV, USA, November 26-28, 2007, Proceedings, Part {I}, 4841, pp. 692–701, 2007



Statistical analysis of second-order relations of 3D structures

Sinan Kalkan and Florentin W{"{o}}rg{"{o}}tter and Norbert Kr{"{u}}ger

{VISAPP} 2007: Proceedings of the Second International Conference on Computer Vision Theory and Applications, Barcelona, Spain, March 8-11, 2007 - Volume 2, pp. 13–20, 2007



Improving junction detection by semantic interpretation

Sinan Kalkan and Yan Shi and Florian Pilz and Norbert Kr{"{u}}ger

{VISAPP} 2007: Proceedings of the Second International Conference on Computer Vision Theory and Applications, Barcelona, Spain, March 8-11, 2007 - Volume 1, pp. 264–271, 2007



Automatic Image Annotation by Ensemble of Visual Descriptors

Emre Akbas and Fatos T. Yarman{-}Vural

2007 {IEEE} Computer Society Conference on Computer Vision and Pattern Recognition {(CVPR} 2007), 18-23 June 2007, Minneapolis, Minnesota, {USA}, 2007



A Scene Representation Based on Multi-Modal 2D and 3D Features

Emre Baseski and Nicolas Pugeault and Sinan Kalkan and Dirk Kraft and Florentin W{"{o}}rg{"{o}}tter and Norbert Kr{"{u}}ger

{IEEE} 11th International Conference on Computer Vision, {ICCV} 2007, Rio de Janeiro, Brazil, October 14-20, 2007, pp. 1–7, 2007


2006


Statistical Analysis of Local 3D Structure in 2D Images

Sinan Kalkan and Florentin W{"{o}}rg{"{o}}tter and Norbert Kr{"{u}}ger

2006 {IEEE} Computer Society Conference on Computer Vision and Pattern Recognition {(CVPR} 2006), 17-22 June 2006, New York, NY, {USA}, pp. 1114–1121, 2006



Design of a Feature Set for Face Recognition Problem

Emre Akbas and Fatos T. Yarman{-}Vural

Computer and Information Sciences - {ISCIS} 2006, 21th International Symposium, Istanbul, Turkey, November 1-3, 2006, Proceedings, 4263, pp. 239–247, 2006



A Hierarchical Classification System Based on Adaptive Resonance Theory

Mutlu Uysal and Emre Akbas and Fatos T. Yarman{-}Vural

Proceedings of the International Conference on Image Processing, {ICIP} 2006, October 8-11, Atlanta, Georgia, {USA}, pp. 2913–2916, 2006


2005


{ORF-NT:} An Object-Based Image Retrieval Framework Using Neighborhood Trees

Mutlu Uysal and Fatos T. Yarman{-}Vural

Computer and Information Sciences - {ISCIS} 2005, 20th International Symposium, Istanbul, Turkey, October 26-28, 2005, Proceedings, pp. 595–605, 2005



Shape Similarity Measurement for Boundary Based Features

Nafiz Arica and Fatos T. Yarman{-}Vural

Image Analysis and Recognition, Second International Conference, {ICIAR} 2005, Toronto, Canada, September 28-30, 2005, Proceedings, pp. 431–438, 2005


2004


Shape Recognition with Generalized Beam Angle Statistics

{"{O}}mer {"{O}}nder Tola and Nafiz Arica and Fatos T. Yarman{-}Vural

Computer and Information Sciences - {ISCIS} 2004, 19th International Symposium, Kemer-Antalya, Turkey, October 27-29, 2004. Proceedings, pp. 391–399, 2004



An Image Retrieval System Based on Region Classification

{"{O}}zge Can {"{O}}zcanli and Fatos T. Yarman{-}Vural

Computer and Information Sciences - {ISCIS} 2004, 19th International Symposium, Kemer-Antalya, Turkey, October 27-29, 2004. Proceedings, pp. 449–458, 2004



A content based image retrieval system based on the fuzzy {ARTMAP} architecture

Mutlu Uysal and Fatos T. Yarman{-}Vural

Proceedings of the 12th {ACM} International Conference on Multimedia, New York, NY, USA, October 10-16, 2004, pp. 248–251, 2004


2003


{SASI:} a generic texture descriptor for image retrieval

Abdurrahman {}arkacioglu and Fatos T. Yarman{-}Vural

Pattern Recognit., 36(11), pp. 2615–2633, 2003



{BAS:} a perceptual shape descriptor based on the beam angle statistics

Nafiz Arica and Fatos T. Yarman{-}Vural

Pattern Recognit. Lett., 24(9-10), pp. 1627–1639, 2003



Selection of the Best Representative Feature and Membership Assignment for Content-Based Fuzzy Image Database

Mutlu Uysal and Fatos T. Yarman{-}Vural

Image and Video Retrieval, Second International Conference, {CIVR} 2003, Urbana-Champaign, IL, USA, July 24-25, 2003, Proceedings, pp. 141–151, 2003



Object-based image labeling through learning by example and multi-level segmentation

Yaowu Xu and Pinar Duygulu and Eli Saber and A. Murat Tekalp and Fatos T. Yarman{-}Vural

Pattern Recognit., 36(6), pp. 1407–1423, 2003



A Compact Shape Descriptor Based on the Beam Anlge Statistics

Nafiz Arica and Fatos T. Yarman{-}Vural

Image and Video Retrieval, Second International Conference, {CIVR} 2003, Urbana-Champaign, IL, USA, July 24-25, 2003, Proceedings, pp. 152–162, 2003


2002


Optical Character Recognition for Cursive Handwriting

Nafiz Arica and Fatos T. Yarman{-}Vural

{IEEE} Trans. Pattern Anal. Mach. Intell., 24(6), pp. 801–813, 2002



Learning similarity space

Abdurrahman {}arkacioglu and Fatos T. Yarman{-}Vural

Proceedings of the 2002 International Conference on Image Processing, {ICIP} 2002, Rochester, New York, USA, September 22-25, 2002, pp. 405–408, 2002



A Perceptual Shape Descriptor

Nafiz Arica and Fatos T. Yarman{-}Vural

16th International Conference on Pattern Recognition, {ICPR} 2002, Quebec, Canada, August 11-15, 2002, pp. 375–378, 2002


2001


{SASI:} a new texture descriptor for content based image retrieval

Abdurrahman {}arkacioglu and Fatos T. Yarman{-}Vural

Proceedings of the 2001 International Conference on Image Processing, {ICIP} 2001, Thessaloniki, Greece, October 7-10, 2001, pp. 137–140, 2001



Multilevel image segmentation and object representation for content-based image retrieval

Pinar Duygulu and Fatos T. Yarman{-}Vural

Storage and Retrieval for Media Databases 2001, San Jose, CA, USA, January 24, 2001, pp. 460–469, 2001



An overview of character recognition focused on off-line handwriting

Nafiz Arica and Fatos T. Yarman{-}Vural

{IEEE} Trans. Syst. Man Cybern. Syst., 31(2), pp. 216–233, 2001


2000


One-dimensional representation of two-dimensional information for {HMM} based handwriting recognition

Nafiz Arica and Fatos T. Yarman{-}Vural

Pattern Recognit. Lett., 21(6-7), pp. 583–592, 2000



Object based image retrieval based on multi-level segmentation

Yaowu Xu and Pinar Duygulu and Eli Saber and A. Murat Tekalp and Fatos T. Yarman{-}Vural

{IEEE} International Conference on Acoustics, Speech, and Signal Processing. {ICASSP} 2000, 5-9 June, 2000, Hilton Hotel and Convention Center, Istanbul, Turkey, pp. 2019–2022, 2000



A Shape Descriptor Based on Circular Hidden Markov Mode

Nafiz Arica and Fatos T. Yarman{-}Vural

15th International Conference on Pattern Recognition, ICPR’00, Barcelona, Spain, September 3-8, 2000, pp. 1924–1927, 2000


1999


Repulsive attractive network for baseline extraction on document images

Erhan {"{O}}ztop and Adem Yasar M{"{u}}layim and Volkan Atalay and Fatos T. Yarman{-}Vural

Signal Process., 75(1), pp. 1–10, 1999



Morphing as a Tool for Motion Modeling

Serkan Gen{} and Fatos T. Yarman{-}Vural

1oth International Conference on Image Analysis and Processing {(ICIAP} 1999), 27-29 September 1999, Venice, Italy, pp. 538–543, 1999



A new {HMM} topology for shape recognition

Nafiz Arica and Fatos T. Yarman{-}Vural

Proceedings of the {IEEE-EURASIP} Workshop on Nonlinear Signal and Image Processing (NSIP’99), Antalya, Turkey, June 20-23, 1999, pp. 756–760, 1999


1998


One Dimensional Representation of Two Dimensional Information for {HMM} based Handwritten Recognition

Nafiz Arica and Fatos T. Yarman{-}Vural

Proceedings of the 1998 {IEEE} International Conference on Image Processing, ICIP-98, Chicago, Illinois, USA, October 4-7, 1998, pp. 948–952, 1998



A new scheme for off-line handwritten connected digit recognition

Nafiz Arica and Fatos T. Yarman{-}Vural

Fourteenth International Conference on Pattern Recognition, {ICPR} 1998, Brisbane, Australia, 16-20 August, 1998, pp. 1127–1129, 1998



A Fast Color Quantization Algorithm using a Set of One Dimensional Color Intervals

Mustafa Uysal and Fatos T. Yarman{-}Vural

Proceedings of the 1998 {IEEE} International Conference on Image Processing, ICIP-98, Chicago, Illinois, USA, October 4-7, 1998, pp. 191–195, 1998


1997


Similarity Measures for Binary and Grey Level Markov Random Field Textures

Abdurrahman {}arkacioglu and Fatos T. Yarman{-}Vural

Image Analysis and Processing, 9th International Conference, {ICIAP} ’97, Florence, Italy, September 17-19, 1997, Proceedings, Volume {I}, pp. 127–133, 1997



Optical Character Recognition Without Segmentation

Mehmet Ali {"{O}}zdil and Fatos T. Yarman{-}Vural

4th International Conference Document Analysis and Recognition {(ICDAR} ’97), 2-Volume Set, August 18-20, 1997, Ulm, Germany, Proceedings, pp. 483–486, 1997



A heuristic algorithm for optical character recognition of Arabic script

A. Alper Atici and Fatos T. Yarman{-}Vural

Signal Process., 62(1), pp. 87–99, 1997


1989


The generalized H-lattice filter and estimation of the {ARMA} models

Fatos T{"{u}}nay Yarman Vural and Dennis Wawrzynski and A. Enis {}etin

{IEEE} Trans. Acoust. Speech Signal Process., 37(1), pp. 147–151, 1989


1988


Modified condensed nearest neighbor rule as applied to speaker independent word recognition

N. Yalabik and Fatos T. Yarman{-}Vural and A. Mansur

Speech Commun., 7(4), pp. 411–415, 1988


1987


Noise, histogram and cluster validity for Gaussian-mixtured data

Fatos T. Yarman{-}Vural and Ergin Ataman

Pattern Recognit., 20(4), pp. 385–401, 1987


1985


An efficient and order-recursive algorithm for estimating stationary {ARMA} models

Fatos T. Yarman{-}Vural

{IEEE} Trans. Acoust. Speech Signal Process., 33(4), pp. 1054–1058, 1985


* Only ImageLab publications of the members are listed below. For non-ImageLab publications, see member homepages.

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