Deeply Explainable Intelligent Machines

Publications

Attribute Prototype Network for Zero-Shot Learning

Author(s): Xu, Wenjia; Xian, Yongqin; Wang, Jiuniu; Schiele, Bernt; Akata, Zeynep
Published in: Advances in Neural Information Processing Systems 33, Issue 2, 2020
Publisher: Neural Information Processing Systems foundation

Fine-Grained Zero-Shot Learning with DNA as Side Information

Author(s): Badirli, Sarkhan; Akata, Zeynep; Mohler, Georg; Picard, Christine J.; Dundar, Murat
Published in: Neural Information Processing Systems, NeurIPS, 2021
Publisher: NeurIPS

Robustness via Uncertainy-aware Cycle Consistency

Author(s): Upadhyay, Uddeshya; Chen, Yanbei; Akata, Zeynep
Published in: Neural Information Processing Systems, NeurIPS, 2021
Publisher: NeurIPS

Modeling Conceptual Understanding in Image Reference Games

Author(s): Corona, R.; Alaniz, S.; Akata, Z.
Published in: Advances in Neural Information Processing Systems 32, Issue 1, 2019
Publisher: NeurIPS (Spotlight)

Audio Retrieval with Natural Language Queries

Author(s): Andreea-Maria Oncescu; A. Sophia Koepke; João F. Henriques; Zeynep Akata; Samuel Albanie
Published in: INTERSPEECH (2021), IEEE Transactions on Multimedia (2022), Issue 7, 2021
Publisher: ISCA
DOI: 10.21437/interspeech.2021-2227

Learning Graph Embeddings for Compositional Zero-shot Learning

Author(s): Muhammad Ferjad Naeem; Yongqin Xian; Federico Tombari; Zeynep Akata
Published in: CVF Conference on Computer Vision and Pattern Recognition (CVPR), Issue 6, 2021
Publisher: IEEE
DOI: 10.1109/cvpr46437.2021.00101

Learning Robust Representations via Multi-View Information Bottleneck

Author(s): Federici, M.; Dutta, A.; Forré, P.; Kushman, N.; Akata, Z.
Published in: International Conference on Learning Representations, Issue 3, 2020
Publisher: ICLR

Open World Compositional Zero-Shot Learning

Author(s): Massimiliano Mancini; Muhammad Ferjad Naeem; Yongqin Xian; Zeynep Akata
Published in: CVF Conference on Computer Vision and Pattern Recognition (CVPR), Issue 1, 2021
Publisher: IEEE
DOI: 10.1109/cvpr46437.2021.00518

Learning Decision Trees Recurrently Through Communication

Author(s): Stephan Alaniz; Diego Marcos; Bernt Schiele; Zeynep Akata
Published in: CVF Conference on Computer Vision and Pattern Recognition (CVPR), Issue 3, 2021
Publisher: IEEE
DOI: 10.1109/cvpr46437.2021.01331

Towards Recognizing Unseen Categories in Unseen Domains

Author(s): Mancini, Massimiliano; Akata, Zeynep; Ricci, Elisa; Caputo, Barbara
Published in: European Conference of Computer Vision, Issue 11, 2020
Publisher: ECCV

Keep CALM and Improve Visual Feature Attribution

Author(s): Kim, Jae Myung; Choe, Junsuk; Akata, Zeynep; Oh, Seong Joon
Published in: International Conference on Computer Vision, Issue 1, 2021
Publisher: IEEE

e-SNLI-VE: Corrected Visual-Textual Entailment with Natural Language Explanations

Author(s): Do, Virginie; Camburu, Oana-Maria; Akata, Zeynep; Lukasiewicz, Thomas
Published in: CVF Conference on Computer Vision and Pattern Recognition (CVPR), Workshop on Fair, Data Efficient and Trusted Computer Vision, Issue 11, 2020
Publisher: IEEE

Distilling Audio-Visual Knowledge by Compositional Contrastive Learning

Author(s): Yanbei Chen; Yongqin Xian; A. Sophia Koepke; Ying Shan; Zeynep Akata
Published in: CVF Conference on Computer Vision and Pattern Recognition (CVPR), Issue 7, 2021
Publisher: IEEE
DOI: 10.1109/cvpr46437.2021.00694

Evaluation for Weakly Supervised Object Localization: Protocol, Metrics, and Datasets

Author(s): Choe, Junsuk; Oh, Seong Joon; Chun, Sanghyuk; Lee, Seungho; Akata, Zeynep; Shim, Hyunjung
Published in: CVF Conference on Computer Vision and Pattern Recognition (CVPR), TPAMI, Issue 4, 2020
Publisher: IEEE

Semantically Tied Paired Cycle Consistency for Any-Shot Sketch-Based Image Retrieval

Author(s): Anjan Dutta; Zeynep Akata
Published in: International Journal of Computer Vision, Issue 10, 2020
Publisher: Springer
DOI: 10.1007/s11263-020-01350-x

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