Research

Publications

2020

Attribute Prototype Network for Zero-Shot Learning
Wenjia Xu, Yongqin Xian, Jiuniu Wang, Bernt Schiele, Zeynep Akata
Neural Information Processing Systems (NeurIPS) 2020


Semantically Tied Paired Cycle Consistency for Any-Shot Sketch-based Image Retrieval
Anjan Dutta, Zeynep Akata
International Journal of Computer Vision (IJCV), accepted in June 2020


Towards Recognizing Unseen Categories in Unseen Domains
Massimiliano Mancini, Zeynep Akata, Elisa Ricci, Barbara Caputo
European Conference of Computer Vision (ECCV) 2020


Learning Robust Representations via Multi-View Information Bottleneck
Marco Federici, Anjan Dutta, Patrick Forre, Nate Kushmann, Zeynep Akata
International Conference on Learning Representations (ICLR) 2020


Evaluating Weakly Supervised Object Localization Methods Right
Junsuk Choe, Seong Joon Oh, Seungho Lee,  Sanghyuk Chun, Zeynep Akata, Hyunjung Shim
IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2020


Manipulating Attributes of Natural Scenes via Hallucination
Levent Karacan, Zeynep Akata, Aykut Erdem, Erkut Erdem
ACM SIGGRAPH 2020 (invited paper)

 

2019

Modeling Conceptual Understanding in Image Reference Games
Rodolfo Corona, Stephan Alaniz, Zeynep Akata
Neural Information Processing Systems, NeurIPS 2019 (Spotlight)


Combining Generative and Discriminative Models for Hybrid Inference
Victor Garcia Satorras, Zeynep Akata, Max Welling
Neural Information Processing Systems, NeurIPS 2019 (Spotlight)


Manipulating Attributes of Natural Scenes via Hallucination
Levent Karacan, Zeynep Akata, Aykut Erdem, Erkut Erdem
ACM Transactions on Graphics, TOG 2019 (full paper)


Semantically Tied Paired Cycle Consistency for Zero-Shot Sketch-based Image Retrieval
Anjan Dutta, Zeynep Akata
IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2019


f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning
Yongqin Xian, Saurabh Sharma, Bernt Schiele, Zeynep Akata
IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2019


Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders
Edgar Schoenfeld, Sayna Ebrahimi, Samarth Sinha, Trevor Darrell, Zeynep Akata
IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2019


SPNet: Semantic Projection Network for Zero-Label and Few-Label Semantic Segmentation
Yongqin Xian, Subharata Choudhury, Yang He, Bernt Schiele, Zeynep Akata
IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2019


Zero-Shot Learning – A Comprehensive Evaluation of the Good, the Bad and the Ugly
Yongqin Xian, Christoph Lampert, Bernt Schiele, Zeynep Akata
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2019