semi-supervised-learning

There are 57 repositories under semi-supervised-learning topic.

thuml / Transfer-Learning-Library
Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization
domain-adaptation transfer-learning finetune unsupervised-domain-adaptation image-translation adversarial-learning deep-learning self-training semi-supervised-learning dann out-of-distribution-generalization
Language:Python 3769
HiLab-git / SSL4MIS
Semi Supervised Learning for Medical Image Segmentation, a collection of literature reviews and code implementations.
semi-supervised-learning
Language:Python 2495
SeldonIO / alibi-detect
Algorithms for outlier, adversarial and drift detection
anomaly outlier concept-drift detection unsupervised-learning semi-supervised-learning adversarial data-drift drift-detection time-series images tabular-data text
Language:Jupyter Notebook 2421
google-research / uda
Unsupervised Data Augmentation (UDA)
semi-supervised-learning nlp cv tensorflow computer-vision natural-language-processing
Language:Python 2197
chaoyanghe / Awesome-Federated-Learning
FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai
federated-learning machine-learning distributed-optimization non-iid vertical-federated-learning decentralized-federated-learning hierarchical-federated-learning neural-architecture-search transfer-learning continual-learning semi-supervised-learning adversarial-attack-and-defense privacy communication-efficiency straggler-problem computation-efficiency wireless-communication interpretability incentive-mechanism computer-vision
1982
yassouali / awesome-semi-supervised-learning
😎 An up-to-date & curated list of awesome semi-supervised learning papers, methods & resources.
deep-learning semi-supervised-learning machine-learning computer-vision natural-language-processing graph-neural-networks generative-model
1847
CuriousAI / mean-teacher
A state-of-the-art semi-supervised method for image recognition
deep-learning semi-supervised-learning nips-2017 tensorflow pytorch
Language:Python 1638
microsoft / Semi-supervised-learning
A Unified Semi-Supervised Learning Codebase (NeurIPS'22)
classification semi-supervised-learning transformer computer-vision deep-learning machine-learning natural-language-processing pytorch audio-classification low-resource semisupervised-learning
Language:Python 1526
KaiyangZhou / Dassl.pytorch
A PyTorch toolbox for domain generalization, domain adaptation and semi-supervised learning.
pytorch benchmark-datasets semi-supervised-learning domain-adaptation domain-generalization deep-learning machine-learning computer-vision artificial-intelligence deep-neural-networks
Language:Python 1364
TorchSSL
TorchSSL / TorchSSL
A PyTorch-based library for semi-supervised learning (NeurIPS'21)
semi-supervised-learning toolkit codebase pytorch machine-learning computer-vision deep-learning self-supervised-learning
Language:Python 1360
open-edge-platform / training_extensions
Train, Evaluate, Optimize, Deploy Computer Vision Models via OpenVINO™
openvino computer-vision deep-learning pytorch neural-networks-compression quantization hyper-parameter-optimization image-classification image-segmentation object-detection self-supervised-learning semi-supervised-learning transfer-learning action-recognition anomaly-detection datumaro automl machine-learning incremental-learning geti
Language:Python 1203
AngeLouCN / Min_Max_Similarity
A contrastive learning based semi-supervised segmentation network for medical image segmentation
contrastive-learning semi-supervised-learning medical-image-segmentation surgical-tools-segmentation medical-video-analysis video-segmentation
Language:Python 1056
GANs-in-Action / gans-in-action
Companion repository to GANs in Action: Deep learning with Generative Adversarial Networks
gan gans generative-adversarial-network artificial-intelligence ai deep-learning deep-neural-networks artificial-intelligence-algorithms semi-supervised-learning dcgan conditional-gan cycle-gan
Language:Jupyter Notebook 1029
Minqi824 / ADBench
Official Implement of "ADBench: Anomaly Detection Benchmark", NeurIPS 2022.
anomaly-detection benchmark data-mining deep-learning machine-learning outlier-detection semi-supervised-learning supervised-learning unsupervised-learning data-sicence ensemble-learning neural-networks python
Language:Python 978
microsoft / SoftTeacher
Semi-Supervised Learning, Object Detection, ICCV2021
semi-supervised-learning object-detection iccv2021
Language:Python 919
samet-akcay / ganomaly
GANomaly: Semi-Supervised Anomaly Detection via Adversarial Training
anomaly-detection gan semi-supervised-learning pytorch
Language:Python 881
kekmodel / FixMatch-pytorch
Unofficial PyTorch implementation of "FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence"
semi-supervised-learning deeplearning pytorch fixmatch randaugment
Language:Python 790
YyzHarry / imbalanced-semi-self
[NeurIPS 2020] Semi-Supervision (Unlabeled Data) & Self-Supervision Improve Class-Imbalanced / Long-Tailed Learning
imbalanced-learning imbalanced-classification semi-supervised-learning unlabeled-data self-supervised-learning long-tail long-tailed-recognition class-imbalance neurips neurips-2020 imbalanced-data
Language:Python 759
songlab-cal / tape
Tasks Assessing Protein Embeddings (TAPE), a set of five biologically relevant semi-supervised learning tasks spread across different domains of protein biology.
deep-learning protein-sequences protein-structure semi-supervised-learning benchmark language-modeling dataset pytorch
Language:Python 717
wohlert / semi-supervised-pytorch
Implementations of various VAE-based semi-supervised and generative models in PyTorch
semi-supervised-learning pytorch generative-models
Language:Python 710
Westlake-AI / openmixup
CAIRI Supervised, Semi- and Self-Supervised Visual Representation Learning Toolbox and Benchmark
pytorch awesome-list awesome-mim awesome-mixup contrastive-learning data-augmentation image-classifcation imagenet masked-image-modeling mixup self-supervised-learning semi-supervised-learning vision-transformer deep-learning benchmark automix data-generation machine-learning
Language:Python 658
YU1ut / MixMatch-pytorch
Code for "MixMatch - A Holistic Approach to Semi-Supervised Learning"
semi-supervised-learning pytorch deep-learning
Language:Python 653
Bartzi / see
Code for the AAAI 2018 publication "SEE: Towards Semi-Supervised End-to-End Scene Text Recognition"
scene-text-recognition chainer cnn deep-learning semi-supervised-learning computer-vision
Language:Python 575
EdisonLeeeee / Graph-Adversarial-Learning
A curated collection of adversarial attack and defense on graph data.
graph-adversarial-learning graph-data machine-learning semi-supervised-learning adversarial-attack defense survey awesome resources
Language:Python 570
LiheYoung / UniMatch
[CVPR 2023] Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation
fixmatch semi-supervised-learning semi-supervised-segmentation
Language:Python 541
charlesCXK / TorchSemiSeg
[CVPR 2021] CPS: Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision
semantic-segmentation semi-supervised-learning cvpr2021 semi-supervised-segmentation
Language:Python 528
clvrai / SSGAN-Tensorflow
A Tensorflow implementation of Semi-supervised Learning Generative Adversarial Networks (NIPS 2016: Improved Techniques for Training GANs).
ssgan semi-supervised-learning gan generative-adversarial-network
Language:Python 516
hfslyc / AdvSemiSeg
Adversarial Learning for Semi-supervised Semantic Segmentation, BMVC 2018
pytorch adversarial-learning deep-learning semantic-segmentation semi-supervised-learning computer-vision
Language:Python 505
Bartzi / stn-ocr
Code for the paper STN-OCR: A single Neural Network for Text Detection and Text Recognition
mxnet text-recognition deep-learning convolutional-neural-networks semi-supervised-learning end-to-end
Language:Python 502
alphacep / vosk
VOSK Speech Recognition Toolkit
speech-recognition voice-recognition speech-to-text python lifelong-learning semi-supervised-learning multilingual
Language:C 474
Haochen-Wang409 / U2PL
[CVPR'22 & IJCV'24] Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels & Using Unreliable Pseudo-Labels for Label-Efficient Semantic Segmentation
mechine-learning computer-vision semantic-segmentation semi-supervised-learning contrastive-learning cvpr2022 pytorch cityscapes pascal-voc deep-learning
Language:Python 464
iBelieveCJM / Tricks-of-Semi-supervisedDeepLeanring-Pytorch
PseudoLabel 2013, VAT, PI model, Tempens, MeanTeacher, ICT, MixMatch, FixMatch
semi-supervised-learning ict mixmatch meanteacher pi tempens pytorch pseudo-label ssl vat fixmatch
Language:Python 449
binli123 / dsmil-wsi
DSMIL: Dual-stream multiple instance learning networks for tumor detection in Whole Slide Image
deep-learning multiple-instance-learning whole-slide-imaging whole-slide-image tumor-detection self-attention weakly-supervised-learning histopathology deep-neural-networks semi-supervised-learning self-supervised-learning pytorch transformer visiontransformer
Language:Python 439
yassouali / CCT
:page_facing_up: Semi-Supervised Semantic Segmentation with Cross-Consistency Training (CVPR 2020).
semi-supervised-learning semantic-segmentation computer-vision
Language:Python 405
arnab39 / FewShot_GAN-Unet3D
Tensorflow implementation of our paper: Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning
few-shot-learning brain-mri semi-supervised-learning unet-3d unet-tensorflow gans semi-supervised-gan multi-modal-imaging medical-image-analysis iseg-challenge weightnorm-3d 3d-gan image-segmentation tensorflow convolutional-neural-networks
Language:Python 396
mailong25 / self-supervised-speech-recognition
speech to text with self-supervised learning based on wav2vec 2.0 framework
speech-recognition self-supervised-learning wav2vec vietnamese-speech-recognition speech-to-text semi-supervised-learning unsupervised-learning
Language:Python 383

semi-supervised-learning

thuml / Transfer-Learning-Library

HiLab-git / SSL4MIS

SeldonIO / alibi-detect

google-research / uda

chaoyanghe / Awesome-Federated-Learning

yassouali / awesome-semi-supervised-learning

CuriousAI / mean-teacher

microsoft / Semi-supervised-learning

KaiyangZhou / Dassl.pytorch

TorchSSL / TorchSSL

open-edge-platform / training_extensions

AngeLouCN / Min_Max_Similarity

GANs-in-Action / gans-in-action

Minqi824 / ADBench

microsoft / SoftTeacher

samet-akcay / ganomaly

kekmodel / FixMatch-pytorch

YyzHarry / imbalanced-semi-self

songlab-cal / tape

wohlert / semi-supervised-pytorch

Westlake-AI / openmixup

YU1ut / MixMatch-pytorch

Bartzi / see

EdisonLeeeee / Graph-Adversarial-Learning

LiheYoung / UniMatch

charlesCXK / TorchSemiSeg

clvrai / SSGAN-Tensorflow

hfslyc / AdvSemiSeg

Bartzi / stn-ocr

alphacep / vosk

Haochen-Wang409 / U2PL

iBelieveCJM / Tricks-of-Semi-supervisedDeepLeanring-Pytorch

binli123 / dsmil-wsi

yassouali / CCT

arnab39 / FewShot_GAN-Unet3D

mailong25 / self-supervised-speech-recognition