Zero-shot-Learning
A curated list of papers on zero-shot learning.
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Table of Contents
Papers
CVPR 2019
- Michael Kampffmeyer, Yinbo Chen, Xiaodan Liang, Hao Wang, Yujia Zhang, Eric P. Xing. "Rethinking Knowledge Graph Propagation for Zero-Shot Learning" [pdf]
- Yongqin Xian, Saurabh Sharma, Bernt Schiele, Zeynep Akata. "F-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning" [pdf]
- Pengkai Zhu, Hanxiao Wang, Venkatesh Saligrama. "Generalized Zero-Shot Recognition Based on Visually Semantic Embedding" [pdf]
- Edgar Schonfeld, Sayna Ebrahimi, Samarth Sinha, Trevor Darrell, Zeynep Akata. "Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders" [pdf]
- Anjan Dutta, Zeynep Akata. "Semantically Tied Paired Cycle Consistency for Zero-Shot Sketch-Based Image Retrieval" [pdf]
- Michael Kampffmeyer, Yinbo Chen, Xiaodan Liang, Hao Wang, Yujia Zhang, Eric P. Xing. "Rethinking Knowledge Graph Propagation for Zero-Shot Learning" [pdf]
- Mert Bulent Sariyildiz, Ramazan Gokberk Cinbis. "Gradient Matching Generative Networks for Zero-Shot Learning" [pdf]
- Xin Wang, Fisher Yu, Ruth Wang, Trevor Darrell, Joseph E. Gonzalez. "TAFE-Net: Task-Aware Feature Embeddings for Low Shot Learning" [pdf]
- Yaojie Liu, Joel Stehouwer, Amin Jourabloo, Xiaoming Liu. "Deep Tree Learning for Zero-Shot Face Anti-Spoofing" [pdf]
- Jingjing Li, Mengmeng Jing, Ke Lu, Zhengming Ding, Lei Zhu, Zi Huang. "Leveraging the Invariant Side of Generative Zero-Shot Learning" [pdf]
- Sounak Dey, Pau Riba, Anjan Dutta, Josep Llados, Yi-Zhe Song. "Doodle to Search: Practical Zero-Shot Sketch-Based Image Retrieval" [pdf]
- Sounak Dey, Pau Riba, Anjan Dutta, Josep Llados, Yi-Zhe Song. "Doodle to Search: Practical Zero-Shot Sketch-Based Image Retrieval" [pdf]
- Guo-Sen Xie, Li Liu, Xiaobo Jin, Fan Zhu, Zheng Zhang, Jie Qin, Yazhou Yao, Ling Shao. "Attentive Region Embedding Network for Zero-Shot Learning" [pdf]
- Devraj Mandal, Sanath Narayan, Sai Kumar Dwivedi, Vikram Gupta, Shuaib Ahmed, Fahad Shahbaz Khan, Ling Shao. "Out-Of-Distribution Detection for Generalized Zero-Shot Action Recognition" [pdf]
- He Huang, Changhu Wang, Philip S. Yu, Chang-Dong Wang. "Generative Dual Adversarial Network for Generalized Zero-Shot Learning" [pdf]
- Binghui Chen, Weihong Deng. "Hybrid-Attention Based Decoupled Metric Learning for Zero-Shot Image Retrieval" [pdf]
- Akanksha Paul, Narayanan C. Krishnan, Prateek Munjal. "Semantically Aligned Bias Reducing Zero Shot Learning" [pdf]
- Jin Li, Xuguang Lan, Yang Liu, Le Wang, Nanning Zheng. "Compressing Unknown Images With Product Quantizer for Efficient Zero-Shot Classification" [pdf]
- Bin Tong, Chao Wang, Martin Klinkigt, Yoshiyuki Kobayashi, Yuuichi Nonaka. "Hierarchical Disentanglement of Discriminative Latent Features for Zero-Shot Learning" [pdf]
- Zhengming Ding, Hongfu Liu. "Marginalized Latent Semantic Encoder for Zero-Shot Learning" [pdf]
- Meng Ye, Yuhong Guo. "Progressive Ensemble Networks for Zero-Shot Recognition" [pdf]
- Bo Zhao, Yanwei Fu, Rui Liang, Jiahong Wu, Yonggang Wang, Yizhou Wang. "A Large-Scale Attribute Dataset for Zero-Shot Learning" [pdf]
- Arghya Pal, Vineeth N Balasubramanian. "Zero-Shot Task Transfer" [pdf]
- Vinay Kumar Verma, Aakansha Mishra, Ashish Mishra, Piyush Rai. "Generative Model for Zero-Shot Sketch-Based Image Retrieval" [pdf]
ICCV 2019
- Senthil Purushwalkam, Maximilian Nickel, Abhinav Gupta, Marc'Aurelio Ranzato. "Task-Driven Modular Networks for Zero-Shot Compositional Learning" [pdf]
- Qi Dong, Shaogang Gong, Xiatian Zhu. "Person Search by Text Attribute Query As Zero-Shot Learning" [pdf]
- Mohamed Elhoseiny, Mohamed Elfeki. "Creativity Inspired Zero-Shot Learning" [pdf]
- Fadime Sener, Angela Yao. "Zero-Shot Anticipation for Instructional Activities" [pdf]
- Huajie Jiang, Ruiping Wang, Shiguang Shan, Xilin Chen. "Transferable Contrastive Network for Generalized Zero-Shot Learning" [pdf]
- Qing Liu, Lingxi Xie, Huiyu Wang, Alan L. Yuille. "Semantic-Aware Knowledge Preservation for Zero-Shot Sketch-Based Image Retrieval" [pdf]
- Chi Zhan, Dongyu She, Sicheng Zhao, Ming-Ming Cheng, Jufeng Yang. "Zero-Shot Emotion Recognition via Affective Structural Embedding" [pdf]
- Yizhe Zhu, Jianwen Xie, Bingchen Liu, Ahmed Elgammal. "Learning Feature-to-Feature Translator by Alternating Back-Propagation for Generative Zero-Shot Learning" [pdf]
- Yang Liu, Jishun Guo, Deng Cai, Xiaofei He. "Attribute Attention for Semantic Disambiguation in Zero-Shot Learning" [pdf]
- Yannick Le Cacheux, Herve Le Borgne, Michel Crucianu. "Modeling Inter and Intra-Class Relations in the Triplet Loss for Zero-Shot Learning" [pdf]
- YKai Li, Martin Renqiang Min, Yun Fu. "Rethinking Zero-Shot Learning: A Conditional Visual Classification Perspective" [pdf]
- Shafin Rahman, Salman Khan, Nick Barnes. "Transductive Learning for Zero-Shot Object Detection" [pdf]
- Xiao-Bo Jin, Guo-Sen Xie, Kaizhu Huang, Jianyu Miao, Qiufeng Wang. "Beyond Attributes: High-Order Attribute Features for Zero-Shot Learning" [pdf]
- Naoki Kato, Toshihiko Yamasaki, Kiyoharu Aizawa. "Zero-Shot Semantic Segmentation via Variational Mapping" [pdf]
- Matteo Bustreo, Jacopo Cavazza, Vittorio Murino. "Enhancing Visual Embeddings through Weakly Supervised Captioning for Zero-Shot Learning" [pdf]
AAAI 2019
- Yuchen Guo, Guiguang Ding, Jungong Han, Xiaohan Ding, Sicheng Zhao, Zheng Wang, Chenggang Yan, Qionghai Dai. "Dual-View Ranking with Hardness Assessment for Zero-Shot Learning" [pdf]
- Xin Wang, Jiawei Wu, Da Zhang, Yu Su, William Yang Wang. "Learning to compose topic-aware mixture of experts for zero-shot video captioning" [pdf]
- Mike Wu, Milan Mosse, Noah Goodman, Chris Piech. "Zero Shot Learning for Code Education: Rubric Sampling with Deep Learning Inference" [pdf]
- Jingjing Li, Mengmeng Jing, Ke Lu, Lei Zhu, Yang Yang, Zi Huang. "From Zero-Shot Learning to Cold-Start Recommendation" [pdf]
- Junyu Gao, Tianzhu Zhang, Changsheng Xu. "I Know the Relationships: Zero-Shot Action Recognition via Two-Stream Graph Convolutional Networks and Knowledge Graphs" [pdf]
- Sungjin Lee, Rahul Jha. "Zero-Shot Adaptive Transfer for Conversational Language Understanding" [pdf]
- Binghui Chen, Weihong Deng. "Energy Confused Adversarial Metric Learning for Zero-Shot Image Retrieval and Clustering" [pdf]
- Zhihui Li, Lina Yao, Xiaoqin Zhang, Xianzhi Wang, Salil Kanhere, Huaxiang Zhang. "Zero-Shot Object Detection with Textual Descriptions" [pdf]
NeurIPS 2019
- Paul Micaelli, Amos Storkey. "Zero-shot Knowledge Transfer via Adversarial Belief Matching" [pdf]
- Ziyu Wan, Dongdong Chen, Yan Li, Xingguang Yan, Junge Zhang, Yizhou Yu, Jing Liao. "Transductive Zero-Shot Learning with Visual Structure Constraint" [pdf]
- Yizhe Zhu, Jianwen Xie, Zhiqiang Tang, Xi Peng, Ahmed Elgammal. "Semantic-Guided Multi-Attention Localization for Zero-Shot Learning" [pdf]
- Jian Ni, Shanghang Zhang, Haiyong Xie. "Dual Adversarial Semantics-Consistent Network for Generalized Zero-Shot Learning" [pdf]
- Hyeonwoo Yu, Beomhee Lee. "Zero-shot Learning via Simultaneous Generating and Learning" [pdf]
ICML 2019
- Kaizhi Qian, Yang Zhang, Shiyu Chang, Xuesong Yang, Mark Hasegawa-Johnson. "AUTOVC: Zero-Shot Voice Style Transfer with Only Autoencoder Loss" [pdf]
- Pengkai Zhu, Hanxiao Wang, Venkatesh Saligrama. "Learning Classifiers for Target Domain with Limited or No Labels" [pdf]
- Gaurav Kumar Nayak, Konda Reddy Mopuri, Vaisakh Shaj, R. Venkatesh Babu, Anirban Chakraborty. "Zero-Shot Knowledge Distillation in Deep Networks" [pdf]
- Fei Zhang, Guangming Shi. "Co-Representation Network for Generalized Zero-Shot Learning" [pdf]
CVPR 2018
- Yongqin Xian, Tobias Lorenz, Bernt Schiele, Zeynep Akata. "Feature Generating Networks for Zero-Shot Learning" [pdf]
- Xiaolong Wang, Yufei Ye, Abhinav Gupta. "Zero-Shot Recognition via Semantic Embeddings and Knowledge Graphs" [pdf]
- Yizhe Zhu, Mohamed Elhoseiny, Bingchen Liu, Xi Peng, Ahmed Elgammal. "A Generative Adversarial Approach for Zero-Shot Learning From Noisy Texts" [pdf]
- Vinay Kumar Verma, Gundeep Arora, Ashish Mishra, Piyush Rai. "Generalized Zero-Shot Learning via Synthesized Examples" [pdf]
- Deepak Pathak, Parsa Mahmoudieh, Guanghao Luo, Pulkit Agrawal, Dian Chen, Yide Shentu, Evan Shelhamer, Jitendra Malik, Alexei A. Efros, Trevor Darrell. "Zero-Shot Visual Imitation" [pdf]
- Long Chen, Hanwang Zhang, Jun Xiao, Wei Liu, Shih-Fu Chang. "Zero-Shot Visual Recognition Using Semantics-Preserving Adversarial Embedding Networks" [pdf]
- Ashish Mishra, Shiva Krishna Reddy, Anurag Mittal, Hema A. Murthy. "A Generative Model for Zero Shot Learning Using Conditional Variational Autoencoders" [pdf]
- Yashas Annadani, Soma Biswas. "Preserving Semantic Relations for Zero-Shot Learning" [pdf]
- Chung-Wei Lee, Wei Fang, Chih-Kuan Yeh, Yu-Chiang Frank Wang. "Multi-Label Zero-Shot Learning With Structured Knowledge Graphs" [pdf]
- Jie Song, Chengchao Shen, Yezhou Yang, Yang Liu, Mingli Song. "Transductive Unbiased Embedding for Zero-Shot Learning" [pdf]
- Yan Li, Junge Zhang, Jianguo Zhang, Kaiqi Huang. "Discriminative Learning of Latent Features for Zero-Shot Recognition" [pdf]
- Lu Sheng, Ziyi Lin, Jing Shao, Xiaogang Wang. "Avatar-Net: Multi-Scale Zero-Shot Style Transfer by Feature Decoration" [pdf]
- Hongguang Zhang, Piotr Koniusz. "Zero-Shot Kernel Learning" [pdf]
- Yuming Shen, Li Liu, Fumin Shen, Ling Shao. "Zero-Shot Sketch-Image Hashing" [pdf]
- Li Niu, Ashok Veeraraghavan, Ashutosh Sabharwal. "Webly Supervised Learning Meets Zero-Shot Learning: A Hybrid Approach for Fine-Grained Classification" [pdf]
AAAI 2018
- Wenlin Wang, Yunchen Pu, Vinay Kumar Verma, Kai Fan, Yizhe Zhang, Changyou Chen, Piyush Rai, Lawrence Carin. "Zero-Shot Learning via Class-Conditioned Deep Generative Models" [pdf]
- Soheil Kolouri, Mohammad Rostami, Yuri Owechko, Kyungnam Kim. "Joint Dictionaries for Zero-Shot Learning" [pdf]
- Yuchen Guo, Guiguang Ding, Jungong Han, Sheng Tang. "Zero-Shot Learning With Attribute Selection" [pdf]
- YYang Long, Li Liu, Yuming Shen, Ling Shao. "Towards Affordable Semantic Searching: Zero-Shot Retrieval via Dominant Attributes" [pdf]
- Bin Tong, Martin Klinkigt, Junwen Chen, Xiankun Cui, Quan Kong, Tomokazu Murakami, Yoshiyuki Kobayashi. "Adversarial Zero-shot Learning With Semantic Augmentation" [pdf]
- Yan Li, Zhen Jia, Junge Zhang, Kaiqi Huang, Tieniu Tan. "Deep Semantic Structural Constraints for Zero-Shot Learning" [pdf]
ECCV 2018
- Rafael Felix, Vijay Kumar B. G., Ian Reid, Gustavo Carneiro. "Multi-modal Cycle-consistent Generalized Zero-Shot Learning" [pdf]
- Ankan Bansal, Karan Sikka, Gaurav Sharma, Rama Chellappa, Ajay Divakaran. "Zero-Shot Object Detection" [pdf]
- Huajie Jiang, Ruiping Wang, Shiguang Shan, Xilin Chen. "Learning Class Prototypes via Structure Alignment for Zero-Shot Recognition" [pdf]
- Sasi Kiran Yelamarthi, Shiva Krishna Reddy, Ashish Mishra, Anurag Mittal. "A Zero-Shot Framework for Sketch based Image Retrieval" [pdf]
- Kuan-Chuan Peng, Ziyan Wu, Jan Ernst. "Zero-Shot Deep Domain Adaptation" [pdf]
- Keizo Kato, Yin Li, Abhinav Gupta. "Compositional Learning for Human Object Interaction" [pdf]
- Jie Song, Chengchao Shen, Jie Lei, An-Xiang Zeng, Kairi Ou, Dacheng Tao, Mingli Song. "Selective Zero-Shot Classification with Augmented Attributes" [pdf]
- Themos Stafylakis, Georgios Tzimiropoulos. "Zero-shot keyword spotting for visual speech recognition in-the-wild" [pdf]
- Hongguang Zhang, Piotr Koniusz. "Model Selection for Generalized Zero-shot Learning" [pdf]
- Rui Gao, Xingsong Hou, Jie Qin, Li Liu, Fan Zhu, Zhao Zhang. "A Joint Generative Model for Zero-Shot Learning" [pdf]
NeurIPS 2018
- Shichen Liu, Mingsheng Long, Jianmin Wang, Michael I. Jordan. "Generalized Zero-Shot Learning with Deep Calibration Network" [pdf]
- An Zhao, Mingyu Ding, Jiechao Guan, Zhiwu Lu, Tao Xiang, Ji-Rong Wen. "Domain-Invariant Projection Learning for Zero-Shot Recognition" [pdf]
- Yunlong Yu, Zhong Ji, Yanwei Fu, Jichang Guo, Yanwei Pang, Zhongfei Zhang. "Stacked Semantics-Guided Attention Model for Fine-Grained Zero-Shot Learning" [pdf]
- Sungryull Sohn, Junhyuk Oh, Honglak Lee. "Multitask Reinforcement Learning for Zero-shot Generalization with Subtask Dependencies" [pdf]
- Ofir Marom, Benjamin Rosman. "Zero-Shot Transfer with Deictic Object-Oriented Representation in Reinforcement Learning" [pdf]
ICML 2018
- Bo Zhao, Xinwei Sun, Yanwei Fu, Yuan Yao, Yizhou Wang. "Msplit lbi: Realizing feature selection and dense estimation simultaneously in few-shot and zero-shot learning" [pdf]
- Rajesh Chidambaram, Michael Kampffmeyer, Willie Neiswanger, Xiaodan Liang, Thomas Lachmann, Eric Xing. "Geometric Generalization Based Zero-Shot Learning Dataset Infinite World: Simple Yet Powerful" [pdf]
CVPR 2017
- Elyor Kodirov, Tao Xiang, Shaogang Gong. "Semantic Autoencoder for Zero-Shot Learning" [pdf]
- Yongqin Xian, Bernt Schiele, Zeynep Akata. "Zero-Shot Learning - the Good, the Bad and the Ugly" [pdf]
- Li Zhang, Tao Xiang, Shaogang Gong. "Learning a Deep Embedding Model for Zero-Shot Learning" [pdf]
- Yang Long, Li Liu, Ling Shao, Fumin Shen, Guiguang Ding, Jungong Han. "From Zero-Shot Learning to Conventional Supervised Classification: Unseen Visual Data Synthesis" [pdf]
- Pedro Morgado, Nuno Vasconcelos. "Semantically Consistent Regularization for Zero-Shot Recognition" [pdf]
- Xing Xu, Fumin Shen, Yang Yang, Dongxiang Zhang, Heng Tao Shen, Jingkuan Song. "Matrix Tri-Factorization with Manifold Regularizations for Zero-shot Learning" [pdf]
- Yanan Li, Donghui Wang, Huanhang Hu, Yuetan Lin, Yueting Zhuang. "Zero-Shot Recognition Using Dual Visual-Semantic Mapping Paths" [pdf]
- Jie Qin, Li Liu, Ling Shao, Fumin Shen, Bingbing Ni, Jiaxin Chen, Yunhong Wang. "Zero-Shot Action Recognition With Error-Correcting Output Codes" [pdf]
- Zhengming Ding, Ming Shao, Yun Fu. "Low-Rank Embedded Ensemble Semantic Dictionary for Zero-Shot Learning" [pdf]
- Meng Ye, Yuhong Guo. "Zero-Shot Classification With Discriminative Semantic Representation Learning" [pdf]
- Nour Karessli, Zeynep Akata, Bernt Schiele, Andreas Bulling. "Gaze Embeddings for Zero-Shot Image Classification" [pdf]
- Mohamed Elhoseiny, Yizhe Zhu, Han Zhang, Ahmed Elgammal. "Link the Head to the "Beak": Zero Shot Learning from Noisy Text Description at Part Precision" [pdf]
- Shay Deutsch, Soheil Kolouri, Kyungnam Kim, Yuri Owechko, Stefano Soatto. "Zero Shot Learning via Multi-Scale Manifold Regularization" [pdf]
ICCV 2017
- Soravit Changpinyo, Wei-Lun Chao, Fei Sha. "Predicting Visual Exemplars of Unseen Classes for Zero-Shot Learning" [pdf]
- Maxime Bucher, Stephane Herbin, Frederic Jurie. "Generating Visual Representations for Zero-Shot Classification" [pdf]
- Huajie Jiang, Ruiping Wang, Shiguang Shan, Yi Yang, Xilin Chen. "Learning Discriminative Latent Attributes for Zero-Shot Classification" [pdf]
- Berkan Demirel, Ramazan Gokberk Cinbis, Nazli Ikizler-Cinbis. "Attributes2Classname: A Discriminative Model for Attribute-Based Unsupervised Zero-Shot Learning" [pdf]
- Pascal Mettes, Cees G. M. Snoek. "Spatial-Aware Object Embeddings for Zero-Shot Localization and Classification of Actions" [pdf]
- Bo Zhao, Botong Wu, Tianfu Wu, Yizhou Wang. "Zero-Shot Learning Posed as a Missing Data Problem" [pdf]
AAAI 2017
- Yuchen Guo, Guiguang Ding, Jungong Han, Yue Gao. "Zero-Shot Recognition via Direct Classifier Learning with Transferred Samples and Pseudo Labels" [pdf]
- Chuang Gan, Chen Sun, Ram Nevatia. "DECK: Discovering Event Composition Knowledge from Web Images for Zero-Shot Event Detection and Recounting in Videos" [pdf]
ICML 2017
- N Madapana, J Wachs. "ZSGL: zero shot gestural learning" [pdf]