A list recent papers, notes, codes, tutorials and other resources on zero-shot learning
NOTE: I am so lazy, so i will write notes only for these inspiring papers just on the weekend. Actually, this repo is only a reading sharing of me but not a curated list of awesome ZSL resources. The name is just for fun 😊😊
Please feel free to send me pull request. Please make sure you have read the paper if you want to add a link.
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ZSL tutorial in cvpr 2017 [resource] ⭐⭐⭐
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An introduction for ZSL [resource] ⭐⭐⭐
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Zero-shot Recognition via Semantic Embeddings and Knowledge Graphs [cvpr 2018][code]:star::star:
- use knowledge graph and gcn to model label relationshaip
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Adversarial Zero-Shot Learning with Semantic Augmentation [AAAI 2018] ⭐⭐
- GAN only for ZSL with semantic-same and semantic-compound augmentation
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Stacked Semantic-Guided Attention Model for Fine-Grained Zero-Shot Learning [arixv] ⭐⭐⭐
- semantic-guide attention for discriminative feature extract
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Discriminative Learning of Latent Features for Zero-Shot Recognition [cvpr 2018 oral] ⭐⭐⭐⭐
- zoom-net for ZSl
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Multi-modal Cycle-consistent Generalized Zero-Shot Learning [eccv 2018] [code] ⭐⭐⭐
- cycle-GAN for ZSL and GZSL
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Feature Generating Networks for Zero-Shot Learning [cvpr 2018] ⭐⭐⭐⭐
- GAN for ZSL, great improvement especially in GZSL
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Zero-Shot Learning - A Comprehensive Evaluation of the Good, the Bad and the Ugly [cvpr 2017] ⭐⭐⭐⭐
- a must read review for ZSL and GZSL
- Zeynep Akata [google scholar] [homepage]