The Top 57 Semi Supervised Learning Open Source Projects

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Data Storage 📦 135

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Integrated Development Environments 📦 49

Learning Resources 📦 166

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Lists Of Projects 📦 22

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Messaging 📦 98

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The Top 57 Semi Supervised Learning Open Source Projects

Categories > Machine Learning > Semi Supervised Learning

Cleanlab ⭐ 1,822

The standard package for machine learning with noisy labels and finding mislabeled data in Python.

Unsupervised Data Augmentation (UDA)

Mean Teacher ⭐ 1,153

A state-of-the-art semi-supervised method for image recognition

Gans In Action ⭐ 753

Companion repository to GANs in Action: Deep learning with Generative Adversarial Networks

Awesome Federated Learning ⭐ 707

Federated Learning Library: https://fedml.ai

Alibi Detect ⭐ 649

Algorithms for outlier and adversarial instance detection, concept drift and metrics.

Semi Supervised Pytorch ⭐ 624

Implementations of various VAE-based semi-supervised and generative models in PyTorch

Awesome Semi Supervised Learning ⭐ 588

📜 An up-to-date & curated list of awesome semi-supervised learning papers, methods & resources.

Ganomaly ⭐ 570

GANomaly: Semi-Supervised Anomaly Detection via Adversarial Training

Code for the AAAI 2018 publication "SEE: Towards Semi-Supervised End-to-End Scene Text Recognition"

Ssgan Tensorflow ⭐ 495

A Tensorflow implementation of Semi-supervised Learning Generative Adversarial Networks (NIPS 2016: Improved Techniques for Training GANs).

Stn Ocr ⭐ 476

Code for the paper STN-OCR: A single Neural Network for Text Detection and Text Recognition

Imbalanced Semi Self ⭐ 407

[NeurIPS 2020] Semi-Supervision (Unlabeled Data) & Self-Supervision Improve Class-Imbalanced / Long-Tailed Learning

Mixmatch Pytorch ⭐ 394

Code for "MixMatch - A Holistic Approach to Semi-Supervised Learning"

Advsemiseg ⭐ 390

Adversarial Learning for Semi-supervised Semantic Segmentation, BMVC 2018

Ssl4mis ⭐ 380

Semi Supervised Learning for Medical Image Segmentation, a collection of literature reviews and code implementations.

Tasks Assessing Protein Embeddings (TAPE), a set of five biologically relevant semi-supervised learning tasks spread across different domains of protein biology.

Fixmatch Pytorch ⭐ 293

Unofficial PyTorch implementation of "FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence"

Dassl.pytorch ⭐ 282

A PyTorch toolbox for domain adaptation and semi-supervised learning.

Fewshot_gan Unet3d ⭐ 278

Tensorflow implementation of our paper: Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning

Learning to Cluster. A deep clustering strategy.

Good Papers ⭐ 248

I try my best to keep updated cutting-edge knowledge in Machine Learning/Deep Learning and Natural Language Processing. These are my notes on some good papers

Tricks Of Semi Superviseddeepleanring Pytorch ⭐ 246

PseudoLabel 2013, VAT, PI model, Tempens, MeanTeacher, ICT, MixMatch, FixMatch

Improvedgan Pytorch ⭐ 231

Semi-supervised GAN in "Improved Techniques for Training GANs"

Adversarial Autoencoders ⭐ 216

Tensorflow implementation of Adversarial Autoencoders

Triple Gan ⭐ 204

See Triple-GAN-V2 in PyTorch: https://github.com/taufikxu/Triple-GAN

Graph Representation Learning ⭐ 202

Autoencoders for Link Prediction and Semi-Supervised Node Classification (DSAA 2018)

Graph Adversarial Learning ⭐ 195

A curated collection of adversarial attack and defense on graph data.

VOSK Speech Recognition Toolkit

[CVPR 2020] Semi-Supervised Semantic Segmentation with Cross-Consistency Training.

Stylealign ⭐ 173

[ICCV 2019]Aggregation via Separation: Boosting Facial Landmark Detector with Semi-Supervised Style Transition

Accel Brain Code ⭐ 166

The purpose of this repository is to make prototypes as case study in the context of proof of concept(PoC) and research and development(R&D) that I have written in my website. The main research topics are Auto-Encoders in relation to the representation learning, the statistical machine learning for energy-based models, adversarial generation networks(GANs), Deep Reinforcement Learning such as Deep Q-Networks, semi-supervised learning, and neural network language model for natural language processing.

Deep Sad Pytorch ⭐ 161

A PyTorch implementation of Deep SAD, a deep Semi-supervised Anomaly Detection method.

Weakly Supervised Panoptic Segmentation ⭐ 151

Weakly- and Semi-Supervised Panoptic Segmentation (ECCV18)

Adversarial Semisupervised Semantic Segmentation ⭐ 147

Pytorch Implementation of "Adversarial Learning For Semi-Supervised Semantic Segmentation" for ICLR 2018 Reproducibility Challenge

Ganbert ⭐ 136

Enhancing the BERT training with Semi-supervised Generative Adversarial Networks

Snowball ⭐ 134

Implementation with some extensions of the paper "Snowball: Extracting Relations from Large Plain-Text Collections" (Agichtein and Gravano, 2000)

Self Supervised Speech Recognition ⭐ 123

speech to text with self-supervised learning based on wav2vec 2.0 framework

Mixmatch Pytorch ⭐ 119

Pytorch Implementation of the paper MixMatch: A Holistic Approach to Semi-Supervised Learning (https://arxiv.org/pdf/1905.02249.pdf)

Deepergnn ⭐ 116

Official PyTorch implementation of "Towards Deeper Graph Neural Networks" [KDD2020]

Adversarial_text ⭐ 109

Code for Adversarial Training Methods for Semi-Supervised Text Classification

Code for reproducing ICT ( published in IJCAI 2019)

Virtual Adversarial Training ⭐ 97

Pytorch implementation of Virtual Adversarial Training

Bible_text_gcn ⭐ 93

Pytorch implementation of "Graph Convolutional Networks for Text Classification"

Semi-supervised Medical Image Segmentation through Dual-task Consistency

Hypergcn ⭐ 84

NeurIPS 2019: HyperGCN: A New Method of Training Graph Convolutional Networks on Hypergraphs

Source code and dataset of the NeurIPS 2020 paper "Graph Random Neural Network for Semi-Supervised Learning on Graphs"

Deepaffinity ⭐ 75

Protein-compound affinity prediction through unified RNN-CNN

Sparsely Grouped Gan ⭐ 68

Code for paper "Sparsely Grouped Multi-task Generative Adversarial Networks for Facial Attribute Manipulation"

Ali Pytorch ⭐ 63

PyTorch implementation of Adversarially Learned Inference (BiGAN).

Acgan Pytorch ⭐ 59

Pytorch implementation of Conditional Image Synthesis with Auxiliary Classifier GANs

Usss_iccv19 ⭐ 58

Code for Universal Semi-Supervised Semantic Segmentation models paper accepted in ICCV 2019

Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation (CVPR 2021)

Semi Supervised Learning Pytorch ⭐ 50

Several SSL methods (Pi model, Mean Teacher) are implemented in pytorch

Social Media Depression Detector ⭐ 45

😔 😞 😣 😖 😩 Detect depression on social media using the ssToT method introduced in our ASONAM 2017 paper titled "Semi-Supervised Approach to Monitoring Clinical Depressive Symptoms in Social Media"

SuSi: Python package for unsupervised, supervised and semi-supervised self-organizing maps (SOM)

Implementation of Ladder Network in PyTorch.

1-57 of 57 projects

Advertising 📦 10

Application Programming Interfaces 📦 124

Applications 📦 192

Artificial Intelligence 📦 78

Blockchain 📦 73

Build Tools 📦 113

Cloud Computing 📦 80

Code Quality 📦 28

Collaboration 📦 32

Command Line Interface 📦 49

Community 📦 83

Companies 📦 60

Compilers 📦 63

Computer Science 📦 80

Configuration Management 📦 42

Content Management 📦 175

Control Flow 📦 213

Data Formats 📦 78

Data Processing 📦 276

Data Storage 📦 135

Economics 📦 64

Frameworks 📦 215

Graphics 📦 110

Hardware 📦 152

Integrated Development Environments 📦 49

Learning Resources 📦 166

Libraries 📦 129

Lists Of Projects 📦 22

Machine Learning 📦 347

Mapping 📦 64

Marketing 📦 15

Mathematics 📦 55

Messaging 📦 98

Networking 📦 315

Operating Systems 📦 89

Operations 📦 121

Package Managers 📦 55

Programming Languages 📦 245

Runtime Environments 📦 100

Science 📦 42

Security 📦 396

Social Media 📦 27

Software Architecture 📦 72

Software Development 📦 72

Software Performance 📦 58

Software Quality 📦 133

Text Editors 📦 49

Text Processing 📦 136

User Interface 📦 330

User Interface Components 📦 514

Version Control 📦 30

Virtualization 📦 71

Web Browsers 📦 42

Web Servers 📦 26

Web User Interface 📦 210