@article{simonyan2014very,
  title={Very deep convolutional networks for large-scale image recognition},
  author={Simonyan, Karen and Zisserman, Andrew},
  journal={arXiv preprint arXiv:1409.1556},
  year={2014}
}

@inproceedings{he2016deep,
  title={Deep residual learning for image recognition},
  author={He, Kaiming and Zhang, Xiangyu and Ren, Shaoqing and Sun, Jian},
  booktitle={CVPR},
  year={2016}
}

@inproceedings{krizhevsky2012imagenet,
  title={Imagenet classification with deep convolutional neural networks},
  author={Krizhevsky, Alex and Sutskever, Ilya and Hinton, Geoffrey E},
  booktitle={NeurlPS},
  year={2012}
}

@inproceedings{salakhutdinov2011learning,
  title={Learning to share visual appearance for multiclass object detection},
  author={Salakhutdinov, Ruslan and Torralba, Antonio and Tenenbaum, Josh},
  booktitle={CVPR},
  year={2011},
}

@article{mikolov2013efficient,
  title={Efficient estimation of word representations in vector space},
  author={Mikolov, Tomas and Chen, Kai and Corrado, Greg and Dean, Jeffrey},
  journal={arXiv preprint arXiv:1301.3781},
  year={2013}
}


@inproceedings{reed2016learning,
  title={Learning deep representations of fine-grained visual descriptions},
  author={Reed, Scott and Akata, Zeynep and Lee, Honglak and Schiele, Bernt},
  booktitle={CVPR},
  year={2016}
}

@inproceedings{chao2016empirical,
  title={An empirical study and analysis of generalized zero-shot learning for object recognition in the wild},
  author={Chao, Weilun and Changpinyo, Soravit and Gong, Boqing and Sha, Fei},
  booktitle={ECCV},
  year={2016}
}



@inproceedings{song2018transductive,
  title={Transductive unbiased embedding for zero-shot learning},
  author={Song, Jie and Shen, Chengchao and Yang, Yezhou and Liu, Yang and Song, Mingli},
  booktitle={CVPR},
  year={2018}
}

@inproceedings{sung2018learning,
  title={Learning to compare: Relation network for few-shot learning},
  author={Sung, Flood and Yang, Yongxin and Zhang, Li and Xiang, Tao and Torr, Philip HS and Hospedales, Timothy M},
  booktitle={CVPR},
  year={2018}
}

@inproceedings{zhang2017learning,
  title={Learning a deep embedding model for zero-shot learning},
  author={Zhang, Li and Xiang, Tao and Gong, Shaogang},
  booktitle={CVPR},
  year={2017}
}

@inproceedings{frome2013devise,
  title={Devise: A deep visual-semantic embedding model},
  author={Frome, Andrea and Corrado, Greg S and Shlens, Jon and Bengio, Samy and Dean, Jeff and Mikolov, Tomas},
  booktitle={NeurlPS},
  year={2013}
}

@inproceedings{akata2015evaluation,
  title={Evaluation of output embeddings for fine-grained image classification},
  author={Akata, Zeynep and Reed, Scott and Walter, Daniel and Lee, Honglak and Schiele, Bernt},
  booktitle={CVPR},
  year={2015}
}

@inproceedings{akata2013label,
  title={Label-embedding for attribute-based classification},
  author={Akata, Zeynep and Perronnin, Florent and Harchaoui, Zaid and Schmid, Cordelia},
  booktitle={CVPR},
  year={2013}
}

@inproceedings{romera2015embarrassingly,
  title={An embarrassingly simple approach to zero-shot learning},
  author={Romera-Paredes, Bernardino and Torr, Philip},
  booktitle={ICML},
  year={2015}
}

@inproceedings{socher2013zero,
  title={Zero-shot learning through cross-modal transfer},
  author={Socher, Richard and Ganjoo, Milind and Manning, Christopher D and Ng, Andrew},
  booktitle={NeurlPS},
  year={2013}
}

@inproceedings{xian2016latent,
  title={Latent embeddings for zero-shot classification},
  author={Xian, Yongqin and Akata, Zeynep and Sharma, Gaurav and Nguyen, Quynh and Hein, Matthias and Schiele, Bernt},
  booktitle={CVPR},
  year={2016}
}

@inproceedings{tsai2017learning,
  title={Learning robust visual-semantic embeddings},
  author={Tsai, Yao-Hung Hubert and Huang, Liang-Kang and Salakhutdinov, Ruslan},
  booktitle={ICCV},
  year={2017}
}

@inproceedings{kodirov2017semantic,
  title={Semantic autoencoder for zero-shot learning},
  author={Kodirov, Elyor and Xiang, Tao and Gong, Shaogang},
  booktitle={CVPR},
  year={2017}
}


@inproceedings{zhang2015zero,
  title={Zero-shot learning via semantic similarity embedding},
  author={Zhang, Ziming and Saligrama, Venkatesh},
  booktitle={CVPR},
  year={2015}
}


@inproceedings{changpinyo2016synthesized,
  title={Synthesized classifiers for zero-shot learning},
  author={Changpinyo, Soravit and Chao, Wei-Lun and Gong, Boqing and Sha, Fei},
  booktitle={CVPR},
  year={2016}
}


@inproceedings{vinyals,
  title={Matching networks for one shot learning},
  author={Vinyals, Oriol and Blundell, Charles and Lillicrap, Timothy and Wierstra, Daan},
  booktitle={NeurlPS},
  year={2016}
}



@inproceedings{xian2017zero,
  title={Zero-shot learning-the good, the bad and the ugly},
  author={Xian, Yongqin and Schiele, Bernt and Akata, Zeynep},
  booktitle={CVPR},
  year={2017}
}

@article{norouzi2013zero,
  title={Zero-shot learning by convex combination of semantic embeddings},
  author={Norouzi, Mohammad and Mikolov, Tomas and Bengio, Samy and Singer, Yoram and Shlens, Jonathon and Frome, Andrea and Corrado, Greg S and Dean, Jeffrey},
  journal={arXiv preprint arXiv:1312.5650},
  year={2013}
}

@inproceedings{li2018discriminative,
  title={Discriminative learning of latent features for zero-shot recognition},
  author={Li, Yan and Zhang, Junge and Zhang, Jianguo and Huang, Kaiqi},
  booktitle={CVPR},
  year={2018}
}

@inproceedings{schonfeld2019generalized,
  title={Generalized zero-and few-shot learning via aligned variational autoencoders},
  author={Schonfeld, Edgar and Ebrahimi, Sayna and Sinha, Samarth and Darrell, Trevor and Akata, Zeynep},
  booktitle={CVPR},
  year={2019}
}


@article{li2019leveraging,
  title={Leveraging the Invariant Side of Generative Zero-Shot Learning},
  author={Li, Jingjing and Jin, Mengmeng and Lu, Ke and Ding, Zhengming and Zhu, Lei and Huang, Zi},
  journal={arXiv preprint arXiv:1904.04092},
  year={2019}
}


@inproceedings{snell2017prototypical,
  title={Prototypical networks for few-shot learning},
  author={Snell, Jake and Swersky, Kevin and Zemel, Richard},
  booktitle={NeurlPS},
  year={2017}
}

@inproceedings{xian2018feature,
  title={Feature generating networks for zero-shot learning},
  author={Xian, Yongqin and Lorenz, Tobias and Schiele, Bernt and Akata, Zeynep},
  booktitle={CVPR},
  year={2018}
}


@inproceedings{annadani2018preserving,
  title={Preserving semantic relations for zero-shot learning},
  author={Annadani, Yashas and Biswas, Soma},
  booktitle={CVPR},
  year={2018}
}


@inproceedings{felix2018multi,
  title={Multi-modal cycle-consistent generalized zero-shot learning},
  author={Felix, Rafael and Kumar, Vijay BG and Reid, Ian and Carneiro, Gustavo},
  booktitle={ECCV},
  year={2018}
}

@inproceedings{xian2019f,
  title={f-VAEGAN-D2: A feature generating framework for any-shot learning},
  author={Xian, Yongqin and Sharma, Saurabh and Schiele, Bernt and Akata, Zeynep},
  booktitle={CVPR},
  year={2019}
}


@article{fu2015transductive,
  title={Transductive multi-view zero-shot learning},
  author={Fu, Yanwei and Hospedales, Timothy M and Xiang, Tao and Gong, Shaogang},
  journal={IEEE transactions on pattern analysis and machine intelligence},
  volume={37},
  number={11},
  pages={2332--2345},
  year={2015}
}

@inproceedings{guo2016transductive,
  title={Transductive zero-shot recognition via shared model space learning},
  author={Guo, Yuchen and Ding, Guiguang and Jin, Xiaoming and Wang, Jianmin},
  booktitle={AAAI},
  year={2016}
}

@inproceedings{fernando2017self,
  title={Self-supervised video representation learning with odd-one-out networks},
  author={Fernando, Basura and Bilen, Hakan and Gavves, Efstratios and Gould, Stephen},
  booktitle={CVPR},
  year={2017}
}

@inproceedings{wang2019learning,
  title={Learning correspondence from the cycle-consistency of time},
  author={Wang, Xiaolong and Jabri, Allan and Efros, Alexei A},
  booktitle={CVPR},
  year={2019}
}

@inproceedings{pathak2016context,
  title={Context encoders: Feature learning by inpainting},
  author={Pathak, Deepak and Krahenbuhl, Philipp and Donahue, Jeff and Darrell, Trevor and Efros, Alexei A},
  booktitle={CVPR},
  year={2016}
}



@inproceedings{zhang2017split,
  title={Split-brain autoencoders: Unsupervised learning by cross-channel prediction},
  author={Zhang, Richard and Isola, Phillip and Efros, Alexei A},
  booktitle={CVPR},
  year={2017}
}

@inproceedings{sermanet2018time,
  title={Time-contrastive networks: Self-supervised learning from video},
  author={Sermanet, Pierre and Lynch, Corey and Chebotar, Yevgen and Hsu, Jasmine and Jang, Eric and Schaal, Stefan and Levine, Sergey and Brain, Google},
  booktitle={IEEE International Conference on Robotics and Automation},
  pages={1134--1141},
  year={2018}
}

@inproceedings{larsson2016learning,
  title={Learning representations for automatic colorization},
  author={Larsson, Gustav and Maire, Michael and Shakhnarovich, Gregory},
  booktitle={ECCV},
  year={2016},
}

@article{wah2011caltech,
  title={The caltech-ucsd birds-200-2011 dataset},
  author={Wah, Catherine and Branson, Steve and Welinder, Peter and Perona, Pietro and Belongie, Serge},
  year={2011}
}

@article{xian2018zero,
  title={Zero-shot learning-a comprehensive evaluation of the good, the bad and the ugly},
  author={Xian, Yongqin and Lampert, Christoph H and Schiele, Bernt and Akata, Zeynep},
  journal={IEEE transactions on pattern analysis and machine intelligence},
  year={2018}
}

@inproceedings{paul2019semantically,
  title={Semantically Aligned Bias Reducing Zero Shot Learning},
  author={Paul, Akanksha and Krishnan, Narayanan C and Munjal, Prateek},
  booktitle={CVPR},
  year={2019}
}

@inproceedings{huang2019generative,
  title={Generative Dual Adversarial Network for Generalized Zero-shot Learning},
  author={Huang, He and Wang, Changhu and Yu, Philip S and Wang, Chang-Dong},
  booktitle={CVPR},
  year={2019}
}

@inproceedings{kumar2018generalized,
  title={Generalized zero-shot learning via synthesized examples},
  author={Kumar Verma, Vinay and Arora, Gundeep and Mishra, Ashish and Rai, Piyush},
  booktitle={CVPR},
  year={2018}
}


@inproceedings{mandal2019out,
  title={Out-of-Distribution Detection for Generalized Zero-Shot Action Recognition},
  author={Mandal, Devraj and Narayan, Sanath and Dwivedi, Sai Kumar and Gupta, Vikram and Ahmed, Shuaib and Khan, Fahad Shahbaz and Shao, Ling},
  booktitle={CVPR},
  year={2019}
}


@article{maaten2008visualizing,
  title={Visualizing data using t-SNE},
  author={Maaten, Laurens van der and Hinton, Geoffrey},
  journal={Journal of machine learning research},
  volume={9},
  number={Nov},
  pages={2579--2605},
  year={2008}
}

@article{sharma2019self,
  title={Self-supervised learning of face representations for video face clustering},
  author={Sharma, Vivek and Tapaswi, Makarand and Sarfraz, M Saquib and Stiefelhagen, Rainer},
  journal={arXiv preprint arXiv:1903.01000},
  year={2019}
 }
  
  
@article{radovanovic2010hubs,
  title={Hubs in space: Popular nearest neighbors in high-dimensional data},
  author={Radovanovi{\'c}, Milo{\v{s}} and Nanopoulos, Alexandros and Ivanovi{\'c}, Mirjana},
  journal={Journal of Machine Learning Research},
  volume={11},
  number={Sep},
  pages={2487--2531},
  year={2010}
}

@article{lampert2013attribute,
  title={Attribute-based classification for zero-shot visual object categorization},
  author={Lampert, Christoph H and Nickisch, Hannes and Harmeling, Stefan},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  volume={36},
  number={3},
  pages={453--465},
  year={2013}
}

@inproceedings{chen2018zero,
  title={Zero-shot visual recognition using semantics-preserving adversarial embedding networks},
  author={Chen, Long and Zhang, Hanwang and Xiao, Jun and Liu, Wei and Chang, Shih-Fu},
  booktitle={CVPR},
  year={2018}
}


@inproceedings{sariyildiz2019gradient,
  title={Gradient Matching Generative Networks for Zero-Shot Learning},
  author={Sariyildiz, Mert Bulent and Cinbis, Ramazan Gokberk},
  booktitle={CVPR},
  year={2019}
}


@inproceedings{nilsback2008automated,
  title={Automated flower classification over a large number of classes},
  author={Nilsback, Maria-Elena and Zisserman, Andrew},
  booktitle={2008 Sixth Indian Conference on Computer Vision, Graphics \& Image Processing},
  pages={722--729},
  year={2008},
  organization={IEEE}
}

@inproceedings{patterson2012sun,
  title={Sun attribute database: Discovering, annotating, and recognizing scene attributes},
  author={Patterson, Genevieve and Hays, James},
  booktitle={CVPR},
  year={2012}
}

@inproceedings{farhadi2009describing,
  title={Describing objects by their attributes},
  author={Farhadi, Ali and Endres, Ian and Hoiem, Derek and Forsyth, David},
  booktitle={CVPR},
  year={2009},
}


@InProceedings{Elhoseiny_2019_ICCV,
author = {Elhoseiny, Mohamed and Elfeki, Mohamed},
title = {Creativity Inspired Zero-Shot Learning},
booktitle = {ICCV},
year = {2019}
}

@inproceedings{yu2019unsupervised,
  title={Unsupervised Person Re-identification by Soft Multilabel Learning},
  author={Yu, Hong-Xing and Zheng, Wei-Shi and Wu, Ancong and Guo, Xiaowei and Gong, Shaogang and Lai, Jian-Huang},
  booktitle={CVPR},
  year={2019}
}

@inproceedings{verma2017simple,
  title={A simple exponential family framework for zero-shot learning},
  author={Verma, Vinay Kumar and Rai, Piyush},
  booktitle={Joint European conference on machine learning and knowledge discovery in databases},
  pages={792--808},
  year={2017},
  organization={Springer}
}

@inproceedings{ye2017zero,
  title={Zero-shot classification with discriminative semantic representation learning},
  author={Ye, Meng and Guo, Yuhong},
  booktitle={CVPR},
  year={2017}
}

@inproceedings{li2019rethinking,
  title={Rethinking Zero-Shot Learning: A Conditional Visual Classification Perspective},
  author={Li, Kai and Min, Martin Renqiang and Fu, Yun},
  booktitle={CVPR},
  year={2019}
}


@inproceedings{junyu2019AAAI_TS-GCN,
  title={I Know the Relationships: Zero-Shot Action Recognition via Two-Stream Graph Convolutional Networks and Knowledge Graphs},
  author={Gao, Junyu and Zhang, Tianzhu and Xu,  Changsheng},
  booktitle={AAAI},
  year={2019}
}