few-shot 开源项目推荐（207 个）

jindongwang /transferlearning

迁移学习/领域适应/领域概括/多任务学习等。论文、代码、数据集、应用程序、教程。-迁移学习

zjunlp /DeepKE

[EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction

learnables /learn2learn

A PyTorch Library for Meta-learning Research

wangkai930418 /awesome-diffusion-categorized

按子领域分类的扩散模型论文集

adobe-research /custom-diffusion

定制扩散：文本到图像扩散的多概念定制（CVPR 2023）

tata1661 /FSL-Mate

FSL-Mate: A collection of resources for few-shot learning (FSL).

jakesnell /prototypical-networks

Code for the NeurIPS 2017 Paper "Prototypical Networks for Few-shot Learning"

mims-harvard /UniTS

A unified multi-task time series model.

kjunelee /MetaOptNet

Meta-Learning with Differentiable Convex Optimization (CVPR 2019 Oral)

yaoyao-liu /mini-imagenet-tools

Tools for generating mini-ImageNet dataset and processing batches

Sha-Lab /FEAT

The code repository for "Few-Shot Learning via Embedding Adaptation with Set-to-Set Functions"

IBM /zshot

Zero and Few 拍摄了命名实体及关系识别

amazon-science /bigdetection

BigDetection: A Large-scale Benchmark for Improved Object Detector Pre-training

SNBQT /Limited-Data-Rolling-Bearing-Fault-Diagnosis-with-Few-shot-Learning

这是《有限数据滚轴承故障诊断与少数测绘学习》论文的相应存储库

Xiaohan-Chen /transfer-learning-fault-diagnosis-pytorch

A transfer learning fault diagnosis repository covering popular algorithms

fanq15 /FewX

FewX is an open-source toolbox on top of Detectron2 for data-limited instance-level recognition tasks.

JIA-Lab-research /PFENet

PFENet: Prior Guided Feature Enrichment Network for Few-shot Segmentation (TPAMI).

xuhai-chen /VAND-APRIL-GAN

[CVPR 2023 Workshop] VAND Challenge: 1st Place on Zero-shot AD and 4th Place on Few-shot AD

gitabcworld /FewShotLearning

Pytorch implementation of the paper "Optimization as a Model for Few-Shot Learning"

EndlessSora /DeceiveD

[NeurIPS 2021]Deceive D：数据有限的 GAN 自适应伪增强