Deeply Explainable Intelligent Machines

Project Information

DEXIM

Grant agreement ID: 853489

DOI

10.3030/853489

EC signature date 27 November 2019

Start date 1 December 2019

End date 31 August 2026

Funded under

• EXCELLENT SCIENCE - European Research Council (ERC)

Total cost

€ 1 500 000,00

EU contribution

€ 1 500 000,00

Coordinated by

HELMHOLTZ ZENTRUM MUENCHEN DEUTSCHES FORSCHUNGSZENTRUM FUER GESUNDHEIT UND UMWELT GMBH
Germany

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Conference proceedings (14)

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

Other (1)

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