awesome-zsl

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 😊😊

Contributing

Please feel free to send me pull request. Please make sure you have read the paper if you want to add a link.

Contents

• Tutorials
• Papers
• People
• Others

Tutorials

• ZSL tutorial in cvpr 2017 [resource] ⭐⭐⭐

• An introduction for ZSL [resource] ⭐⭐⭐

Papers

• Zero-shot Recognition via Semantic Embeddings and Knowledge Graphs [cvpr 2018][code]:star::star:

  • use knowledge graph and gcn to model label relationshaip

• Adversarial Zero-Shot Learning with Semantic Augmentation [AAAI 2018] ⭐⭐

  • GAN only for ZSL with semantic-same and semantic-compound augmentation

• Stacked Semantic-Guided Attention Model for Fine-Grained Zero-Shot Learning [arixv] ⭐⭐⭐

  • semantic-guide attention for discriminative feature extract

• Discriminative Learning of Latent Features for Zero-Shot Recognition [cvpr 2018 oral] ⭐⭐⭐⭐

  • zoom-net for ZSl

• Multi-modal Cycle-consistent Generalized Zero-Shot Learning [eccv 2018] [code] ⭐⭐⭐

  • cycle-GAN for ZSL and GZSL

• Feature Generating Networks for Zero-Shot Learning [cvpr 2018] ⭐⭐⭐⭐

  • GAN for ZSL, great improvement especially in GZSL

• Zero-Shot Learning - A Comprehensive Evaluation of the Good, the Bad and the Ugly [cvpr 2017] ⭐⭐⭐⭐

  • a must read review for ZSL and GZSL

People

• Zeynep Akata [google scholar] [homepage]

Others

• awesome transfer learning resources

• common datasets for ZSL