https://github.com/tata1661/FSL-Mate
FSL-Mate: A collection of resources for few-shot learning (FSL).
https://github.com/tata1661/FSL-Mate
deep-learning few-shot few-shot-learning few-shot-paper few-shot-papers low-shot meta-learning one-shot-learning paddlepaddle paper papers
Last synced: 5 months ago
JSON representation
FSL-Mate: A collection of resources for few-shot learning (FSL).
- Host: GitHub
- URL: https://github.com/tata1661/FSL-Mate
- Owner: tata1661
- Created: 2020-03-28T14:37:40.000Z (over 5 years ago)
- Default Branch: master
- Last Pushed: 2024-06-18T00:02:06.000Z (over 1 year ago)
- Last Synced: 2024-11-04T17:24:23.923Z (12 months ago)
- Topics: deep-learning, few-shot, few-shot-learning, few-shot-paper, few-shot-papers, low-shot, meta-learning, one-shot-learning, paddlepaddle, paper, papers
- Language: Python
- Homepage:
- Size: 8.98 MB
- Stars: 1,705
- Watchers: 42
- Forks: 288
- Open Issues: 3
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
---
**FSL-Mate** is a collection of resources for few-shot learning (FSL).
In particular, FSL-Mate currently contains
- [**FewShotPapers**](https://github.com/tata1661/FSL-Mate/tree/master/FewShotPapers): a paper list which tracks the research advances on FSL
- [**PaddleFSL**](https://github.com/tata1661/FSL-Mate/tree/master/PaddleFSL): a PaddlePaddle-based python library for FSL
We are endeavored to constantly update FSL-Mate. Hopefully, it can make FSL easier.
## News🔥
- [2024-03-06] Add FSL papers published in ICLR 2024.
- [2024-02-20] Add FSL papers published in AAAI and EMNLP 2023.
- [2023-11-29] Add FSL papers published in ICCV and NeurIPS 2023.
## Cite Us
Please cite our [paper](https://dl.acm.org/doi/10.1145/3386252?cid=99659542534) if you find it helpful.
```
@article{wang2020generalizing,
title={Generalizing from a few examples: A survey on few-shot learning},
author={Wang, Yaqing and Yao, Quanming and Kwok, James T and Ni, Lionel M},
journal={ACM Computing Surveys},
volume={53},
number={3},
pages={1--34},
year={2020},
publisher={ACM New York, NY, USA}
}
```
## Contact
We welcome advices and feedbacks for FSL-Mate. Please feel free to open an issue or contact [Yaqing Wang](mailto:wangyaqing01@baidu.com).