few-shot

There are 9 repositories under few-shot topic.

transferlearning
jindongwang / transferlearning
Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
transferlearning domain-adaptation transfer-learning survey deep-learning generalization few-shot tutorial-code theory papers few-shot-learning meta-learning domain-generalization representation-learning unsupervised-learning machine-learning self-supervised-learning paper style-transfer domain-adaption
Language:Python 14069
zjunlp / DeepKE
[EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction
knowledge-graph relation-extraction chinese named-entity-recognition attribute-extraction low-resource document-level information-extraction pytorch deepke ner nlp few-shot prompt deep-learning kg multi-modal lightner knowprompt instructie
Language:Python 4117
learn2learn
learnables / learn2learn
A PyTorch Library for Meta-learning Research
few-shot finetuning learn2learn learning2learn maml meta-descent meta-learning meta-optimization meta-rl metalearning pytorch
Language:Python 2837
adobe-research / custom-diffusion
Custom Diffusion: Multi-Concept Customization of Text-to-Image Diffusion (CVPR 2023)
customization fine-tuning text-to-image-generation computer-vision diffusion-models few-shot pytorch
Language:Python 1965
wangkai930418 / awesome-diffusion-categorized
collection of diffusion model papers categorized by their subareas
diffusion stable-diffusion diffusion-model diffusion-models continual-learning controlnet few-shot image-edit inpainting inversion detection segmentation text-guided tracking
1937
FSL-Mate
tata1661 / FSL-Mate
FSL-Mate: A collection of resources for few-shot learning (FSL).
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 1753
jakesnell / prototypical-networks
Code for the NeurIPS 2017 Paper "Prototypical Networks for Few-shot Learning"
deep-learning few-shot metric-learning nips-2017 omniglot pytorch
Language:Python 1190
mims-harvard / UniTS
A unified multi-task time series model.
anomaly-detection classification few-shot forecasting foundation-models imputation prompt-tuning time-series unified-model zero-shot ecg eeg multi-task
Language:Python 565
kjunelee / MetaOptNet
Meta-Learning with Differentiable Convex Optimization (CVPR 2019 Oral)
meta-learning few-shot convex-optimization few-shot-learning image-classification few-shot-recognition cvpr2019 metalearning
Language:Python 542
yaoyao-liu / mini-imagenet-tools
Tools for generating mini-ImageNet dataset and processing batches
dataset few-shot few-shot-learning imagenet meta-learning mini-imagenet miniimagenet one-shot-learning
Language:Python 455
Sha-Lab / FEAT
The code repository for "Few-Shot Learning via Embedding Adaptation with Set-to-Set Functions"
computer-vision cvpr2020 few-shot few-shot-learning machine-learning meta-learning
Language:Python 429
amazon-science / bigdetection
BigDetection: A Large-scale Benchmark for Improved Object Detector Pre-training
object-detection computer-vision pretraining few-shot
Language:Python 399
IBM / zshot
Zero and Few shot named entity & relationships recognition
few-shot few-shot-learning ned ner relation-extraction zero-shot zero-shot-learning spacy nlp ai deep-learning machine-learning named-entity-recognition natural-language-processing natural-language-understanding nlp-library pytorch relationship-extraction transformer
Language:Python 386
fanq15 / FewX
FewX is an open-source toolbox on top of Detectron2 for data-limited instance-level recognition tasks.
few-shot few-shot-instance-segmentation few-shot-object-detection partially-supervised
Language:Python 360
SNBQT / Limited-Data-Rolling-Bearing-Fault-Diagnosis-with-Few-shot-Learning
This is the corresponding repository of paper Limited Data Rolling Bearing Fault Diagnosis with Few-shot Learning
fault-diagnosis few-shot unbalanced-data wdcnn cwru
Language:Jupyter Notebook 348
dvlab-research / PFENet
PFENet: Prior Guided Feature Enrichment Network for Few-shot Segmentation (TPAMI).
few-shot pami-2020 segmentation
Language:Python 345
Xiaohan-Chen / transfer-learning-fault-diagnosis-pytorch
A transfer learning fault diagnosis repository covering popular algorithms
domain-adaptation fault-diagnosis transfer-learning few-shot
Language:Python 280
gitabcworld / FewShotLearning
Pytorch implementation of the paper "Optimization as a Model for Few-Shot Learning"
optimization few-shot python pytorch optimization-algorithms
Language:Python 260
ByChelsea / VAND-APRIL-GAN
[CVPR 2023 Workshop] VAND Challenge: 1st Place on Zero-shot AD and 4th Place on Few-shot AD
anomaly-detection clip visual-lauguage few-shot zero-shot
Language:Python 247
EndlessSora / DeceiveD
[NeurIPS 2021] Deceive D: Adaptive Pseudo Augmentation for GAN Training with Limited Data
generative-adversarial-network gan image-generation image-synthesis limited-data few-shot stylegan2 neurips-2021 generative-model
Language:Python 235
gabrielhuang / reptile-pytorch
A PyTorch implementation of OpenAI's REPTILE algorithm
pytorch metalearning deep-learning deep-neural-networks few-shot supervised-learning openai
Language:Jupyter Notebook 220
tohinz / CharacterGAN
CharacterGAN: Few-Shot Keypoint Character Animation and Reposing (Best Paper WACV 2022)
gan few-shot animation reposing generative-adversarial-network
Language:Python 203
thunlp / HATT-Proto
Code and dataset of AAAI2019 paper Hybrid Attention-Based Prototypical Networks for Noisy Few-Shot Relation Classification
relation-extraction few-shot
Language:Python 189
jianguoz / Few-Shot-Intent-Detection
Few-Shot-Intent-Detection includes popular challenging intent detection datasets with/without OOS queries and state-of-the-art baselines and results.
few-shot intent-classification intent-detection datasets libary
Language:Python 151
clovaai / dmfont
Official PyTorch implementation of DM-Font (ECCV 2020)
font-generation pytorch eccv2020 dmfont few-shot
Language:Python 141
abdulfatir / prototypical-networks-tensorflow
Tensorflow implementation of NIPS 2017 Paper "Prototypical Networks for Few-shot Learning"
few-shot one-shot-learning tensorflow nips-2017 omniglot deep-learning ipython-notebook miniimagenet
Language:Jupyter Notebook 134
mboudiaf / TIM
(NeurIPS 2020) Transductive Information Maximization for Few-Shot Learning https://arxiv.org/abs/2008.11297
few-shot-classifcation few-shot-learning few-shot neurips-2020 mutual-information transductive-learning optimization-methods
Language:Python 122
Ze-Yang / Context-Transformer
Context-Transformer: Tackling Object Confusion for Few-Shot Detection, AAAI 2020
few-shot pytorch rfbnet transfer-learning transformer object-detection
Language:Python 106
Anirudh257 / strm
[CVPR 2022] Official Pytorch Implementation for "Spatio-temporal Relation Modeling for Few-shot Action Recognition". SOTA Results for Few-shot Action Recognition
few-shot few-shot-learning few-shot-recognition cvpr2022 cvpr action-recognition spatio-temporal
Language:Python 99
Xiaohan-Chen / few-shot-fault-diagnosis
A few shot learning repository for bearing fault diagnosis.
fault-diagnosis few-shot few-shot-learning prototypical-networks transfer-learning
Language:Python 97
yaoyao-liu / tiered-imagenet-tools
Tools for generating tieredImageNet dataset and processing batches
few-shot-learning tiered-imagenet meta-learning few-shot dataset
Language:Python 78
Yifei20 / Few-shot-Fault-Diagnosis-MAML
Implementation of the model-agnostic meta-learning framework on CWRU bearing fault dataset to address cross-domain few-shot fault diagnosis problem.
cross-domain fault-diagnosis few-shot model-agnostic-meta-learning trasfer-learning
Language:Python 78
leezythu / FlexKBQA
FlexKBQA: A Flexible LLM-Powered Framework for Few-Shot Knowledge Base Question Answering
data-generation few-shot few-shot-learning kbqa knowledge-base-question-answering large-language-model sparql
Language:Python 77
prstrive / SCGaussian
[NeurIPS 2024] Structure Consistent Gaussian Splatting with Matching Prior for Few-shot Novel View Synthesis
3d-gaussian-splatting few-shot novel-view-synthesis sparse-novel-view-synthesis
Language:Python 73
wenliangdai / Modality-Transferable-MER
Modality-Transferable-MER, multimodal emotion recognition model with zero-shot and few-shot abilities.
deep-learning nlp pytorch multimodal emotion-recognition zero-shot few-shot cmu-mosei iemocap
Language:Python 65
CHeggan / MetaAudio-A-Few-Shot-Audio-Classification-Benchmark
A new comprehensive and diverse few-shot acoustic classification benchmark.
few-shot acoustics deep-learning pytorch python meta-learning
Language:Python 64

few-shot

jindongwang / transferlearning

zjunlp / DeepKE

learnables / learn2learn

adobe-research / custom-diffusion

wangkai930418 / awesome-diffusion-categorized

tata1661 / FSL-Mate

jakesnell / prototypical-networks

mims-harvard / UniTS

kjunelee / MetaOptNet

yaoyao-liu / mini-imagenet-tools

Sha-Lab / FEAT

amazon-science / bigdetection

IBM / zshot

fanq15 / FewX

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

dvlab-research / PFENet

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

gitabcworld / FewShotLearning

ByChelsea / VAND-APRIL-GAN

EndlessSora / DeceiveD

gabrielhuang / reptile-pytorch

tohinz / CharacterGAN

thunlp / HATT-Proto

jianguoz / Few-Shot-Intent-Detection

clovaai / dmfont

abdulfatir / prototypical-networks-tensorflow

mboudiaf / TIM

Ze-Yang / Context-Transformer

Anirudh257 / strm

Xiaohan-Chen / few-shot-fault-diagnosis

yaoyao-liu / tiered-imagenet-tools

Yifei20 / Few-shot-Fault-Diagnosis-MAML

leezythu / FlexKBQA

prstrive / SCGaussian

wenliangdai / Modality-Transferable-MER

CHeggan / MetaAudio-A-Few-Shot-Audio-Classification-Benchmark