few-shot

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jindongwang /transferlearning

Star13.8k

Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

machine-learning deep-learning paper survey style-transfer theory transfer-learning papers representation-learning unsupervised-learning tutorial-code domain-adaptation generalization transferlearning meta-learning few-shot few-shot-learning self-supervised-learning domain-generalization domain-adaption

UpdatedFeb 18, 2025
Python

zjunlp /DeepKE

Star3.8k

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

nlp deep-learning prompt pytorch information-extraction knowledge-graph named-entity-recognition chinese ner multi-modal kg relation-extraction lightner few-shot low-resource document-level attribute-extraction knowprompt deepke instructie

UpdatedMar 10, 2025
Python

learnables /learn2learn

Star2.7k

A PyTorch Library for Meta-learning Research

pytorch maml meta-learning few-shot finetuning meta-rl metalearning learning2learn learn2learn meta-descent meta-optimization

UpdatedJun 7, 2024
Python

adobe-research /custom-diffusion

Star1.9k

Custom Diffusion: Multi-Concept Customization of Text-to-Image Diffusion (CVPR 2023)

computer-vision customization pytorch fine-tuning few-shot diffusion-models text-to-image-generation

UpdatedDec 20, 2023
Python

tata1661 /FSL-Mate

Star1.7k

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

deep-learning paper papers one-shot-learning paddlepaddle meta-learning few-shot few-shot-learning low-shot few-shot-paper few-shot-papers

UpdatedJun 18, 2024
Python

wangkai930418 /awesome-diffusion-categorized

Star1.6k

collection of diffusion model papers categorized by their subareas

tracking detection inversion segmentation diffusion inpainting few-shot diffusion-model continual-learning diffusion-models image-edit stable-diffusion controlnet text-guided

UpdatedMar 20, 2025

jakesnell /prototypical-networks

Star1.2k

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

deep-learning pytorch metric-learning nips-2017 omniglot few-shot

UpdatedJan 28, 2021
Python

kjunelee /MetaOptNet

Star533

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

image-classification convex-optimization meta-learning few-shot metalearning few-shot-learning few-shot-recognition cvpr2019

UpdatedJul 25, 2024
Python

mims-harvard /UniTS

Star515

A unified multi-task time series model.

time-series eeg ecg forecasting classification imputation multi-task zero-shot anomaly-detection few-shot unified-model prompt-tuning foundation-models

UpdatedSep 26, 2024
Python

yaoyao-liu /mini-imagenet-tools

Star436

Tools for generating mini-ImageNet dataset and processing batches

dataset imagenet one-shot-learning meta-learning miniimagenet few-shot few-shot-learning mini-imagenet

UpdatedOct 30, 2020
Python

Sha-Lab /FEAT

Star422

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

machine-learning computer-vision meta-learning few-shot few-shot-learning cvpr2020

UpdatedJul 31, 2020
Python

amazon-science /bigdetection

Star396

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

computer-vision object-detection few-shot pretraining

UpdatedOct 23, 2024
Python

IBM /zshot

Star361

Zero and Few shot named entity & relationships recognition

nlp machine-learning natural-language-processing ai deep-learning pytorch spacy transformer named-entity-recognition ner nlp-library ned zero-shot relation-extraction natural-language-understanding relationship-extraction zero-shot-learning few-shot few-shot-learning

UpdatedNov 24, 2024
Python

fanq15 /FewX

Star359

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

few-shot few-shot-object-detection few-shot-instance-segmentation partially-supervised

UpdatedJan 12, 2024
Python

dvlab-research /PFENet

Star330

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

segmentation few-shot pami-2020

UpdatedAug 1, 2024
Python

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

Star318

This is the corresponding repository of paper Limited Data Rolling Bearing Fault Diagnosis with Few-shot Learning

cwru few-shot unbalanced-data fault-diagnosis wdcnn

UpdatedOct 10, 2022
Jupyter Notebook

gitabcworld /FewShotLearning

Star255

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

python optimization pytorch optimization-algorithms few-shot

UpdatedSep 22, 2017
Python

EndlessSora /DeceiveD

Star233

[NeurIPS 2021] Deceive D: Adaptive Pseudo Augmentation for GAN Training with Limited Data

generative-adversarial-network gan generative-model image-generation image-synthesis few-shot limited-data stylegan2 neurips-2021

UpdatedDec 9, 2021
Python

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

Star232

A transfer learning fault diagnosis repository covering popular algorithms

transfer-learning domain-adaptation few-shot fault-diagnosis

UpdatedAug 6, 2024
Python

ByChelsea /VAND-APRIL-GAN

Star225

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

clip zero-shot anomaly-detection few-shot visual-lauguage

UpdatedDec 14, 2023
Python

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