/ZSLPapers

Literature of Zero-shot Learning (ZSL)

Contributed by Yuxia Geng, Jiaoyan Chen, Zhuo Chen and Jeff Z. Pan.

Content

1. Survey
2. High-citation Papers
3. External Knowledge
 3.1 Text  3.2 Attribute
 3.3 Knowledge Graph  3.4 Logical Knowledge

Survey papers

  1. Yongqin Xian, Christoph H. Lampert, Bernt Schiele, Zeynep Akata. Zero-Shot Learning -- A Comprehensive Evaluation of the Good, the Bad and the Ugly. TPAMI 2018. [Paper]

    Comment: focusing on evaluation.

  2. Wei Wang, Vincent W Zheng, Han Yu, Chunyan Miao. A Survey of Zero-Shot Learning: Settings, Methods, and Applications. ACM TIST 2019. [Paper]

    Comment: focusing on method categorization.

  3. Jiaoyan Chen, Yuxia Geng, Zhuo Chen, Ian Horrocks, Jeff Z. Pan, Huajun Chen. Knowledge-aware Zero-Shot Learning: Survey and Perspective. IJCAI 2021. [Paper]

    Comment: focusing on the external knowledge used in ZSL.

High-citation Papers

  1. Andrea Frome, Gregory S. Corrado, Jonathon Shlens, Samy Bengio, Jeffrey Dean, Marc'Aurelio Ranzato, Tomás Mikolov. DeViSE: A Deep Visual-Semantic Embedding Model. NIPS 2013. [Paper]

    Comment: image classification

  2. Mohammad Norouzi, Tomás Mikolov, Samy Bengio, Yoram Singer, Jonathon Shlens, Andrea Frome, Greg Corrado, Jeffrey Dean. Zero-Shot Learning by Convex Combination of Semantic Embeddings. ICLR 2014. [Paper]

    Comment: image classification

  3. Yanwei Fu, Timothy M. Hospedales, Tao Xiang, Shaogang Gong. Transductive Multi-view Zero-Shot Learning. TPAMI 2015. [Paper]

    Comment: image classification, domain-shift problem, transductive setting

  4. Soravit Changpinyo, Wei-Lun Chao, Boqing Gong, Fei Sha. Synthesized Classifiers for Zero-Shot Learning. CVPR 2016. [Paper]

    Comment: image classification

  5. Xiaolong Wang, Yufei Ye, Abhinav Gupta. Zero-shot Recognition via Semantic Embeddings and Knowledge Graphs. CVPR 2018. [Paper]

    Comment: image classification, WordNet, GCN

  6. Yongqin Xian, Tobias Lorenz, Bernt Schiele, Zeynep Akata. Feature Generating Networks for Zero-Shot Learning. CVPR 2018. [Paper]

    Comment: image classification, GAN

External Knowledge

Text

  1. Andrea Frome, Gregory S. Corrado, Jonathon Shlens, Samy Bengio, Jeffrey Dean, Marc'Aurelio Ranzato, Tomás Mikolov. DeViSE: A Deep Visual-Semantic Embedding Model. NIPS 2013. [Paper]

    Comment: image classification

  2. Yizhe Zhu, Mohamed Elhoseiny, Bingchen Liu, Xi Peng, Ahmed Elgammal. A Generative Adversarial Approach for Zero-Shot Learning from Noisy Texts. CVPR 2018. [Paper]

    Comment: image classification, GAN

  3. Pengda Qin, Xin Wang, Wenhu Chen, Chunyun Zhang, Weiran Xu, William Yang Wang. Generative Adversarial Zero-Shot Relational Learning for Knowledge Graphs. AAAI 2020. [Paper]

    Comment: knowledge graph completion, GAN

Attribute

  1. Christoph H. Lampert, Hannes Nickisch, and Stefan Harmeling. Attribute-Based Classification for Zero-Shot Visual Object Categorization. TPAMI 2013. [Paper]

    Comment: attributes

Knowledge Graph

  1. Xiaolong Wang, Yufei Ye, Abhinav Gupta. Zero-shot Recognition via Semantic Embeddings and Knowledge Graphs. CVPR 2018. [Paper]

    Comment: image classification, WordNet, GCN

  2. Michael Kampffmeyer, Yinbo Chen, Xiaodan Liang, Hao Wang, Yujia Zhang, Eric P. Xing. Rethinking Knowledge Graph Propagation for Zero-Shot Learning CVPR 2019. [Paper]

    Comment: image classification, densely-connected graph and two-layer GCNs

  3. Chung-Wei Lee, Wei Fang, Chih-Kuan Yeh, Yu-Chiang Frank Wang. Multi-Label Zero-Shot Learning with Structured Knowledge Graphs. CVPR 2018. [Paper]

    Comment: multi-label image classification, Graph Gated Neural Network

  4. Jingqing Zhang, Piyawat Lertvittayakumjorn, Yike Guo. Integrating Semantic Knowledge to Tackle Zero-shot Text Classification. NAACL 2019. [Paper]

    Comment: text classification

  5. Yuxia Geng, Jiaoyan Chen, Zhuo Chen, Jeff Z. Pan, Zhiquan Ye, Zonggang Yuan, Yantao Jia, Huajun Chen. OntoZSL: Ontology-enhanced Zero-shot Learning. WWW 2021. [Paper]

    Comment: image classification, knowledge graph completion, GAN

Logical Knowledge

  1. Juan Li, Ruoxu Wang, Ningyu Zhang, Wen Zhang, Fan Yang, Huajun Chen. Logic-guided Semantic Representation Learning for Zero-Shot Relation Classification. COLING 2020. [Paper]

    Comment: relation extraction

  2. Jiaoyan Chen, Freddy Lecue, Yuxia Geng, Jeff Z. Pan, Huajun Chen. Ontology-guided Semantic Composition for Zero-Shot Learning. KR 2020. [Paper]

    Comment: image classification, visual question answer(VQA)