• Contributing
• Datasets
• Paper List
  • 2021
  • 2020
  • 2019
  • 2018
  • 2009
• Zero-shot Learning: a survey

Please feel free to contact me via email ([email protected]) or open an issue or submit a pull request.

To add a new paper via pull request:

1. Fork the repo, edit README.md.

2. Put the new paper at the correct chronological position as the following format:

   - **Paper Title**. *Author(s)*. Conference, Year. [[Paper]](link) [[Code]](link) [[Website]](link)
   

3. Send a pull request. Ideally, I will review the request within a week.

• Fashion-MNIST
• ILSVRC2017 DET
• Visual Genome
• Microsoft COCO: 48/17-seen/unseen split, 65/15-seen/unseen split, 20/60, 40/40, 60/20-seen/unseen split
• Pascal VOC: 16/4-seen/unseen split, 5/15, 10/10, 15/5-seen/unseen split

• Zero-Shot Detection via Vision and Language Knowledge Distillation. Xiuye Gu, Tsung-Yi Lin, Weicheng Kuo, Yin Cui. Arxiv, 2021. [Paper]
• Inference Fusion with Associative Semantics for Unseen Object Detection. Yanan Li1, Pengyang Li, Han Cui, Donghui Wang. AAAI, 2021. [Paper]
• Zero-Shot Instance Segmentation. Ye Zheng, Jiahong Wu, Yongqiang Qin, Faen Zhang, Li Cui. CVPR, 2021. [Paper] [Code]
• Rethinking semantic-visual alignment in zero-shot object detection via a softplus margin focal loss. Qianzhong Li, Yujia Zhang, Shiying Sun, Xiaoguang Zhao, Kang Li, Min Tan. Neurocomputing, 2021, 449(117-135). [Paper] (Ours)
• Incrementally Zero-Shot Detection by an Extreme Value Analyzer. Z. Sixiao, F. Yanwei and H. Yanxi. Arxiv, 2021. [Paper]

• Context-Aware Zero-Shot Recognition. R. Luo, N. Zhang, B. Han and L. Yang. AAAI, 2020.[Paper]
• Dont Even Look Once: Synthesizing Features for Zero-Shot Detection. P. Zhu, H. Wang and V. Saligrama. CVPR, 2020. [Paper]
• A Multi-Space Approach to Zero-Shot Object Detection. D. Gupta, A. Anantharaman, N. Mamgain, V. N. Balasubramanian and C. Jawahar. WACV, 2020. [Paper]
• Synthesizing the Unseen for Zero-shot Object Detection. N. Hayat, M. Hayat, S. Rahman, S. Khan, S. Waqas Zamir and F. Shahbaz Khan. ACCV, 2020. [Paper] [Code]
• Context-Guided Super-Class Inference for Zero-Shot Detection. Y. Li, Y. Shao and D. Wang. CVPR Workshops, 2020. [Paper]
• Zero-Shot Object Detection with Attributes based Category Similarity. Q. Mao, C. Wang, S. Yu, Y. Zheng and Y. Li. IEEE Transactions on Circuits and Systems II: Express Briefs, 2020. [Paper]
• Improved Visual-Semantic Alignment for Zero-Shot Object Detection. S. Rahman, S. Khan and N. Barnes. AAAI, 2020. [Paper] [Code]
• Any-Shot Object Detection. S. Rahman, S. Khan, N. Barnes and F. Shahbaz Khan. ACCV, 2020. [Paper]
• Zero-Shot Object Detection: Joint Recognition and Localization of Novel Concepts. S. Rahman, S. H. Khan and F. Porikli. IJCV, 2020.[Paper]
• Learning Latent Semantic Attributes for Zero-Shot Object Detection. K. Wang, L. Zhang, Y. Tan, J. Zhao and S. Zhou. ICTAI, 2020. [Paper]
• Semantics-Preserving Graph Propagation for Zero-Shot Object Detection. C. Yan, Q. Zheng, X. Chang, M. Luo, C. Yeh and A. G. Hauptmann. TIP, 2020. [Paper]
• Zero-Shot Object Detection via Learning an Embedding from Semantic Space to Visual Space. L. a. W. Zhang, Xianzhi and Yao, Lina and Wu, Lin and Zheng, Feng. IJCAI, 2020. [Paper]
• GTNet: Generative Transfer Network for Zero-Shot Object Detection. S. Zhao, C. Gao, Y. Shao, L. Li, C. Yu, Z. Ji, et al. AAAI, 2020. [Paper]
• Background Learnable Cascade for Zero-Shot Object Detection. Y. Zheng, R. Huang, C. Han, X. Huang and L. Cui. ACCV, 2020. [Paper] [Code]

• Transductive Learning for Zero-Shot Object Detection. S. Rahman, S. Khan and N. Barnes. ICCV, 2019. [Paper]
• Zero-Shot Object Detection with Textual Descriptions. Z. Li, L. Yao, X. Zhang, X. Wang, S. Kanhere and H. Zhang. AAAI, 2019. [Paper]
• Zero-Shot Object Detection for Indoor Robots. A. Abdalwhab and H. Liu. IJCNN, 2019. [Paper]
• zero-shot object detection method comparison and analysis. Peining Che. Thesis, 2019. [Paper]
• Image Captioning with Unseen Objects. B. Demirel, R. G. Cinbis and N. Ikizler-Cinbis. BMCV, 2019. [Paper]
• Zero-Shot Detection with Transferable Object Proposal Mechanism. Y. Shao, Y. Li and D. Wang. ICIP, 2019. [Paper] [Code]
• Zero Shot Detection. Zhu P, Wang H, Saligrama V. TCSVT, 2019. [Paper] [Code(Dataset)] [Code(Paper recurrence)]

• Polarity Loss for Zero-shot Object Detection. Rahman S, Khan S, Barnes N. arXiv. 2018. [Paper] [Code]
• Zero-Shot Object Detection: Learning to Simultaneously Recognize and Localize Novel Concepts. Rahman S, Khan S, Porikli F. ACCV, 2018. [Paper] [Code]
• Zero-shot object detection. Proceedings of the European Conference on Computer Vision. Bansal A, Sikka K, Sharma G, Chellappa R, Divakaran A. ECCV, 2018. [Paper] [Code] [Website]
• Zero-Shot Object Detection by Hybrid Region Embedding. Demirel B, Gokberk Cinbis R, Ikizler-Cinbis N. A. BMCV, 2018. [Paper] [Code]

• Learning to detect unseen object classes by between-class attribute transfer. C. H. Lampert, H. Nickisch and S. Harmeling. CVPR, 2009. [Paper]

• A Survey of Zero-Shot Learning: Settings, Methods, and Applications. Wang W, Zheng V W, Yu H, Miao C. ACM Trans. Intell. Syst. Technol, 2019. [Paper]

• Zero-Shot Learning—A Comprehensive Evaluation of the Good, the Bad and the Ugly. Xian Y, Lampert C H, Schiele B, Akata Z. TPAMI, 2019. [Paper]