Selected Publications
Here are some of my selected publications in the field of computer vision and machine learning.
For the full publication list, please see my Google Scholar Page .
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Cross-Lingual Few Shot Recognition
Published in Pattern Recognition, Jan 2024.
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Towards Zero-Shot Sign Language Recognition
Published in TPAMI, Jan 2022.
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MAC: Mask-Augmentation for Motion-Aware Video Representation Learning
Published in BMVC 2022
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MaskSplit: Self-supervised Meta-learning for Few-shot Semantic Segmentation
Published in WACV 2022
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Using Independently Recurrent Networks for Reinforcement Learning Based Unsupervised Video Summarization
Published in Multimedia Tools and Applications, 2021.
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Space-Time Tree Ensemble for Action Recognition and Localization
Published in International Journal of Computer Vision, April 2018.
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Automatic Description Generation from Images: A Survey of Models, Datasets, and Evaluation Measures
Published in Journal of Artificial Intelligence Research, February 2016.
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Journal Papers
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Tinysign: sign language recognition in low resolution settings
Arda Hüseyinoǧlu, Fırat Adem Bilge, Yunus Can Bilge, Nazli Ikizler-Cinbis, Signal, Image and Video Processing, 28 June 2024
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Leveraging cross-resolution attention for effective extreme low-resolution video action recognition
Oguz, Oguzhan and Ikizler-Cinbis, Nazli, Signal, Image and Video Processing, Vol. 18, No. 1, pp. 399-406, 2024, Springer London
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Cross-lingual few-shot sign language recognition
Bilge, Yunus Can, Ikizler-Cinbis, Nazli, and Cinbis, Ramazan Gokberk, Pattern Recognition, Vol. 151, Article 110374, 2024, Pergamon
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Comparison of 2D and 3D attention mechanisms for human (collective) activity recognition
Zalluhoglu, Cemil and Ikizler-Cinbis, Nazli, Signal, Image and Video Processing, Vol. 16, No. 4, pp. 865-872, 2022, Springer London
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Top-down and bottom-up attentional multiple instance learning for still image action recognition
Bas, Cagdas and Ikizler-Cinbis, Nazli, Signal Processing: Image Communication, Vol. 104, Article 116664, 2022, Elsevier
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Merging super resolution and attribute learning for low-resolution person attribute recognition
Abbaszadi, Ramin and Ikizler-Cinbis, Nazli, IEEE Access, Vol. 10, pp. 30436-30444, 2022, IEEE
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Towards Zero-Shot Sign Language Recognition
Yunus Can Bilge, Ramazan Gokberk Cinbis, Nazli Ikizler-Cinbis, IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022.
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Multi-stream Pose CNNs for Human Interaction Recognition
Gokhan Tanisik, Cemil Zalluhoglu, Nazli Ikizler-Cinbis, Signal Processing: Image Communication, 2021.
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Leveraging Auxiliary Image Descriptions for Dense Video Captioning
Emre Boran, Aykut Erdem, Nazli Ikizler-Cinbis, Erkut Erdem, Pranava Madhyastha, Lucia Specia, Pattern Recognition Letters, Volume 146, June 2021, Pages 70-76.
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Using Independently Recurrent Networks for Reinforcement Learning Based Unsupervised Video Summarization
Gokhan Yaliniz, Nazli Ikizler-Cinbis, Multimedia Tools and Applications, 2021.
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Collective Sports: A Multi-task Dataset for Collective Activity Recognition
Cemil Zalluhoglu, Nazli Ikizler-Cinbis, Image and Vision Computing, Volume 94, February 2020.
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Region Based Multi-Stream Convolutional Neural Networks for Collective Activity Recognition
Cemil Zalluhoglu, Nazli Ikizler-Cinbis, Journal of Visual Communication and Image Representation, Volume 6, Pages 170-179, April 2019.
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Histogram of Sequences: A Novel Representation for Human Interaction Recognition
Aytac Cavent, Nazli Ikizler-Cinbis, IET Computer Vision, Volume 12, Issue 6, Pages 844-854, September 2018.
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Space-Time Tree Ensemble for Action Recognition and Localization
Shugao Ma, Jianming Zhang, Stan Sclaroff, Nazli Ikizler-Cinbis, Leonid Sigal, International Journal of Computer Vision, Volume 126, Issue 2–4, Pages 314-332, April 2018.
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Data-Driven Image Captioning via Salient Region Discovery
Mert Kilickaya, Burak Kerim Akkus, Ruket Cakici, Aykut Erdem, Erkut Erdem, Nazli Ikizler-Cinbis, IET Computer Vision, Volume 11, Issue 6, Pages 398-406, September 2017.
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Low-level Features for Visual Attribute Recognition: An Evaluation
Emine Gul Danaci, Nazli Ikizler-Cinbis, Pattern Recognition Letters, Volume 84, Pages 185-191, December 2016.
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Facial Descriptors for Human Interaction Recognition in Still Images
Gokhan Tanisik, Cemil Zalluhoglu, Nazli Ikizler-Cinbis, Pattern Recognition Letters, Volume 73, Pages 44-51, April 2016.
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Automatic Description Generation from Images: A Survey of Models, Datasets, and Evaluation Measures
R. Bernardi, R. Cakici, D. Elliott, A. Erdem, E. Erdem, N. Ikizler-Cinbis, F. Keller, A. Muscat, B. Plank, Journal of Artificial Intelligence Research, Volume 55, Pages 409-442, February 2016.
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Two-person Interaction Recognition via Spatial Multiple Instance Embedding
Fadime Sener, Nazli Ikizler-Cinbis, Journal of Visual Communication and Image Representation, Volume 32, Pages 63-73, October 2015.
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Ensemble of Multiple Instance Classifiers for Image Re-Ranking
Fadime Sener, Nazli Ikizler-Cinbis, Image and Vision Computing, Volume 32, Issue 5, Pages 348-362, May 2014.
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Web-based Classifiers for Human Action Recognition
Nazli Ikizler-Cinbis, Stan Sclaroff, IEEE Transactions on Multimedia, Volume 14, Issue 4, Pages 1031-1045, August 2012.
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Histogram of Oriented Rectangles: A New Pose Descriptor for Human Action Recognition
Nazli Ikizler, Pinar Duygulu, Image and Vision Computing, Volume 27, Issue 10, Pages 1515-1526, September 2009.
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Searching for Complex Human Activities with No Visual Examples
Nazli Ikizler, David Forsyth, International Journal of Computer Vision (IJCV), Volume 80, No. 3, December 2008.
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Diagnosis of Gastric Carcinoma by Classification on Feature Projections
H. Altay Guvenir, Narin Emeksiz, Nazli Ikizler, Necati Ormeci, Artificial Intelligence in Medicine, Volume 31, No. 3, 2004, Pages 231-240.
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Multi-contrast MRI segmentation trained on synthetic images
Irmakci, Ismail, Unel, Zeki Emre, Ikizler-Cinbis, Nazli, and Bagci, Ulas, 44th Annual International Conference of the IEEE Engineering in Medicine, 2022. Read Paper
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TripleDNet: Exploring Depth Estimation with Self-Supervised Representation Learning
Senturk, Ufuk Umut, Akar, Arif, and Ikizler-Cinbis, Nazli, BMVC 2022
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MAC: Mask-Augmentation for Motion-Aware Video Representation Learning
Akar, Arif, Senturk, Ufuk Umut, and Ikizler-Cinbis, Nazli, BMVC 2022
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MaskSplit: Self-supervised Meta-learning for Few-shot Semantic Segmentation
Amac, Mustafa Sercan, Sencan, Ahmet, Baran, Orhun Bugra, Ikizler-Cinbis, Nazli, and Cinbis, Ramazan Gokberk, WACV 2022
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Image Captioning With Unseen Objects
Berkan Demirel, R. Gokberk Cinbis, Nazli Ikizler-Cinbis, British Machine Vision Conference (BMVC), Cardiff, England, September 2019
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Learning Visually Consistent Label Embeddings for Zero-Shot Learning
Berkan Demirel, R. Gokberk Cinbis, Nazli Ikizler-Cinbis, IEEE International Conference on Image Processing (ICIP), Taipei, Taiwan, September 2019
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Mask Guided Fusion For Group Activity Recognition In Images
Arif Akar, Nazli Ikizler-Cinbis, International Conference on Image Analysis and Processing (ICIAP), Trento, Italy, September 2019
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RecipeQA: A Challenge Dataset for Multimodal Comprehension of Cooking Recipes
Semih Yagcioglu, Aykut Erdem, Erkut Erdem, Nazli Ikizler-Cinbis, Conference on Empirical Methods in Natural Language Processing (EMNLP), Brussels, Belgium, October 2018
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Zero-shot Object Detection by Hybrid Region Embedding
Berkan Demirel, R. Gokberk Cinbis, Nazli Ikizler-Cinbis, British Machine Vision Conference (BMVC), Newcastle Upon Tyne, England, September 2018
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Attributes2Classname: A Discriminative Model for Attribute-based Unsupervised Zero-Shot Learning
Berkan Demirel, R. Gokberk Cinbis, Nazli Ikizler-Cinbis, International Conference on Computer Vision (ICCV), Venice, Italy, October 2017
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Re-evaluating Automatic Metrics for Image Captioning
Mert Kilickaya, Aykut Erdem, Nazli Ikizler-Cinbis, Erkut Erdem, European Chapter of the Association for Computational Linguistics (EACL), April 2017
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Leveraging Captions in the Wild to Improve Object Detection
Mert Kilickaya, Nazli Ikizler-Cinbis, Erkut Erdem, Aykut Erdem, Workshop on Vision and Language (VL'16), Berlin, Germany, August 2016
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Counting People in Crowded Scenes via Detection and Regression Fusion
Cemil Zalluhoglu, Nazli Ikizler-Cinbis, International Conference on Image Analysis and Recognition (ICIAR), Póvoa de Varzim, Portugal, July 2016
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Action Recognition and Localization by Hierarchical Space-Time Segments
Shugao Ma, Jianming Zhang, Nazli Ikizler-Cinbis, Stan Sclaroff, IEEE International Conference on Computer Vision (ICCV), Sydney, Australia, 2013
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On Recognizing Actions in Still Images via Multiple Features
Fadime Sener, Cagdas Bas, Nazli Ikizler-Cinbis, Workshop on Action Recognition and Pose Estimation in Still Images, European Conference on Computer Vision (ECCV), Florence, Italy, October 2012
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Unsupervised Learning of Discriminative Relative Visual Attributes
Shugao Ma, Stan Sclaroff, Nazli Ikizler-Cinbis, Workshop on Parts and Attributes, European Conference on Computer Vision (ECCV), Florence, Italy, October 2012
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Object, Scene and Actions: Combining Multiple Features for Human Action Recognition
Nazli Ikizler-Cinbis, Stan Sclaroff, 11th European Conference on Computer Vision (ECCV 2010), Crete, Greece, September 2010. Also published in Lecture Notes in Computer Science, Volume 6311/2010, Pages 494-507
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Object Recognition and Localization via Spatial Instance Embedding
Nazli Ikizler-Cinbis, Stan Sclaroff, 20th International Conference on Pattern Recognition (ICPR 2010), Istanbul, Turkey, August 2010
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Learning Actions From The Web
Nazli Ikizler-Cinbis, R. Gokberk Cinbis, Stan Sclaroff, International Conference on Computer Vision (ICCV 2009), Kyoto, Japan, September 2009
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Human Action Recognition With Line and Flow Histograms
Nazli Ikizler, R. Gokberk Cinbis, Pinar Duygulu, 19th International Conference on Pattern Recognition (ICPR 2008), Tampa, FL, December 2008
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Recognizing Actions in Still Images
Nazli Ikizler, R. Gokberk Cinbis, Selen Pehlivan, Pinar Duygulu, 19th International Conference on Pattern Recognition (ICPR 2008), Tampa, FL, December 2008
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Human Action Recognition Using Distribution of Oriented Rectangular Patches
Nazli Ikizler, Pinar Duygulu, 2nd Workshop on Human Motion Understanding, Modeling, Capture and Animation held in conjunction with Eleventh IEEE International Conference on Computer Vision (ICCV 2007), October 2007. Also published in Lecture Notes in Computer Science
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Searching Video for Complex Activities with Finite State Models
Nazli Ikizler, David Forsyth, Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2007), June 2007
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Person Search Made Easy
Nazli Ikizler, Pinar Duygulu, Proceedings of The Fourth International Conference on Image and Video Retrieval (CIVR), Singapore, July 2005. Also published in Lecture Notes in Computer Science, Volume 3568/2005
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Maximizing Benefit of Classifications Using Feature Intervals
Nazli Ikizler, H. Altay Guvenir, Proceedings of Seventh International Conference on Knowledge-Based Intelligent Information & Engineering Systems (KES 2003). Also published in Lecture Notes in AI, Springer-Verlag, Oxford 2003
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Understanding Human Motion: Recognition and Retrieval of Human Activities
Nazli Ikizler, PhD Thesis, Bilkent University, Turkey, May 2008
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Benefit Maximizing Classification Using Feature Intervals
Nazli Ikizler, MS Thesis, Bilkent University, Turkey, September 2002