Self-Supervised Learning ML Frameworks

Implementations and research of self-supervised learning methods, including contrastive approaches (SimCLR, BYOL) and non-contrastive techniques. Does NOT include supervised learning, semi-supervised learning, or general representation learning frameworks without explicit self-supervised focus.

There are 145 self-supervised learning frameworks tracked. 7 score above 50 (established tier). The highest-rated is AdaptiveMotorControlLab/CEBRA at 65/100 with 1,075 stars and 1,843 monthly downloads.

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#	Framework	Score	Tier	Stars	Language
1	AdaptiveMotorControlLab/CEBRA Learnable latent embeddings for joint behavioral and neural analysis -...	65	Established	1,075	Python
2	ModSSC/ModSSC ModSSC: A Modular Framework for Semi Supervised Classification	60	Established	32	Python
3	theolepage/sslsv Toolkit for training and evaluating Self-Supervised Learning (SSL)...	54	Established	36	Python
4	microsoft/Semi-supervised-learning A Unified Semi-Supervised Learning Codebase (NeurIPS'22)	51	Established	1,563	Python
5	PaddlePaddle/PASSL PASSL包含 SimCLR，MoCo v1/v2，BYOL，CLIP，PixPro，simsiam, SwAV, BEiT，MAE ...	51	Established	287	Python
6	YGZWQZD/LAMDA-SSL 30 Semi-Supervised Learning Algorithms	50	Established	210	Python
7	jason718/awesome-self-supervised-learning A curated list of awesome self-supervised methods	50	Established	6,370	—
8	audrina-ebrahimi/AK_SSL A python library for self-supervised learning	44	Emerging	12	Python
9	CuriousAI/mean-teacher A state-of-the-art semi-supervised method for image recognition	44	Emerging	1,658	Python
10	sthalles/SimCLR PyTorch implementation of SimCLR: A Simple Framework for Contrastive...	44	Emerging	2,480	Jupyter Notebook
11	drawbridge/keras-mmoe A TensorFlow Keras implementation of "Modeling Task Relationships in...	44	Emerging	735	Python
12	emadeldeen24/TS-TCC [IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual...	43	Emerging	488	Python
13	mims-harvard/TFC-pretraining Self-supervised contrastive learning for time series via time-frequency consistency	42	Emerging	519	Python
14	TorchSSL/TorchSSL A PyTorch-based library for semi-supervised learning (NeurIPS'21)	41	Emerging	1,366	Python
15	AndrewAtanov/simclr-pytorch PyTorch implementation of SimCLR: supports multi-GPU training and closely...	40	Emerging	211	Jupyter Notebook
16	yassouali/awesome-semi-supervised-learning 😎 An up-to-date & curated list of awesome semi-supervised learning papers,...	40	Emerging	1,853	—
17	salesforce/CoST PyTorch code for CoST: Contrastive Learning of Disentangled Seasonal-Trend...	39	Emerging	235	Python
18	lucidrains/contrastive-rl Contrastive Reinforcement Learning	38	Emerging	58	Python
19	elijahcole/single-positive-multi-label Multi-Label Learning from Single Positive Labels - CVPR 2021	38	Emerging	97	Python
20	clabrugere/pytorch-scarf Implementation of SCARF: Self-Supervised Contrastive Learning using Random...	37	Emerging	93	Python
21	parasj/contracode Contrastive Code Representation Learning: functionality-based JavaScript...	37	Emerging	169	Jupyter Notebook
22	sayakpaul/SimCLR-in-TensorFlow-2 (Minimally) implements SimCLR (https://arxiv.org/abs/2002.05709) in TensorFlow 2.	37	Emerging	89	Jupyter Notebook
23	JieyuZ2/wrench [NeurIPS 2021] WRENCH: Weak supeRvision bENCHmark	37	Emerging	227	Python
24	nazmul-karim170/UNICON [CVPR'22] Official Implementation of the CVPR 2022 paper "UNICON: Combating...	36	Emerging	63	Python
25	ShadeAlsha/ICon ICLR 2025 - official implementation for "I-Con: A Unifying Framework for...	35	Emerging	127	Jupyter Notebook
26	bwconrad/soft-moe PyTorch implementation of "From Sparse to Soft Mixtures of Experts"	35	Emerging	68	Python
27	sbharadwajj/awesome-zero-shot-learning A curated list of papers, code and resources pertaining to zero shot learning	35	Emerging	936	—
28	zhirongw/lemniscate.pytorch Unsupervised Feature Learning via Non-parametric Instance Discrimination	35	Emerging	759	Python
29	davidtellez/contrastive-predictive-coding Keras implementation of Representation Learning with Contrastive Predictive Coding	35	Emerging	557	Python
30	microsoft/ASTRA Self-training with Weak Supervision (NAACL 2021)	34	Emerging	163	Python
31	UMBCvision/MSF Official code for "Mean Shift for Self-Supervised Learning"	34	Emerging	56	Python
32	cgnorthcutt/rankpruning 🧹 Formerly for binary classification with noisy labels. Replaced by cleanlab.	34	Emerging	83	Jupyter Notebook
33	Luodian/Generalizable-Mixture-of-Experts GMoE could be the next backbone model for many kinds of generalization task.	34	Emerging	273	Python
34	BoyuanChen/label_representations [ICLR 2021] Beyond Categorical Label Representations for Image Classification	33	Emerging	25	Python
35	bytedance/TWIST Official codes: Self-Supervised Learning by Estimating Twin Class Distribution	33	Emerging	100	Python
36	RistoAle97/centered-kernel-alignment CKA (Centered Kernel Alignment) implemented in PyTorch	33	Emerging	64	Python
37	brendel-group/cl-ica Code for the paper "Contrastive Learning Inverts the Data Generating Process".	33	Emerging	92	Python
38	sony/sampleid Code for the paper “Automatic Music Sample Identification with Multi-Track...	33	Emerging	19	Python
39	mourga/contrastive-active-learning Code for the EMNLP 2021 Paper "Active Learning by Acquiring Contrastive...	32	Emerging	128	Python
40	MrChenFeng/SSR_BMVC2022 SSR: An Efficient and Robust Framework for Learning with Unknown Label Noise...	32	Emerging	31	Python
41	asheeshcric/awesome-contrastive-self-supervised-learning A comprehensive list of awesome contrastive self-supervised learning papers.	31	Emerging	1,307	—
42	josemateosramos/SSLISAC Semi-Supervised End-to-End Learning for Integrated Sensing and Communications	31	Emerging	21	Python
43	songweige/Contrastive-Learning-with-Non-Semantic-Negatives Robust Contrastive Learning Using Negative Samples with Diminished Semantics...	31	Emerging	40	Python
44	sthalles/PyTorch-BYOL PyTorch implementation of Bootstrap Your Own Latent: A New Approach to...	31	Emerging	503	Jupyter Notebook
45	autonlab/weasel Weakly Supervised End-to-End Learning (NeurIPS 2021)	31	Emerging	156	Python
46	YannDubs/Invariant-Self-Supervised-Learning Pytorch code for "Improving Self-Supervised Learning by Characterizing...	31	Emerging	42	Python
47	Westlake-AI/SemiReward [ICLR 2024] SemiReward: A General Reward Model for Semi-supervised Learning	30	Emerging	77	Python
48	isaaccorley/simsiam-pytorch PyTorch Implementation of SimSiam from "Exploring Simple Siamese...	30	Emerging	17	Python
49	checkstep/mole-stance MoLE: Cross-Domain Label-Adaptive Stance Detection	30	Emerging	18	Python
50	sayakpaul/Supervised-Contrastive-Learning-in-TensorFlow-2 Implements the ideas presented in https://arxiv.org/pdf/2004.11362v1.pdf by...	30	Emerging	133	Jupyter Notebook
51	wangz10/contrastive_loss Experiments with supervised contrastive learning methods with different loss...	30	Emerging	224	Jupyter Notebook
52	ShadeAlsha/LTR-weight-balancing CVPR 2022 - official implementation for "Long-Tailed Recognition via Weight...	30	Emerging	128	Jupyter Notebook
53	princeton-nlp/semsup Semantic Supervision: Enabling Generalization over Output Spaces	30	Emerging	16	Python
54	ys-zong/conST conST: an interpretable multi-modal contrastive learning framework for...	30	Emerging	29	Python
55	emadeldeen24/eval_ssl_ssc [TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage...	30	Emerging	47	Python
56	spaceml-org/Self-Supervised-Learner Curator can be used to train a classifier with fewer labeled examples needed...	30	Emerging	114	Jupyter Notebook
57	crisostomi/mass Codebase for "MASS: MoErging through Adaptive Subspace Selection."	30	Emerging	4	Jupyter Notebook
58	kschwethelm/HyperbolicCV ICLR 2024 \| Fully Hyperbolic Convolutional Neural Networks for Computer...	30	Emerging	77	Python
59	Malitha123/awesome-video-self-supervised-learning A curated list of awesome self-supervised learning methods in videos	30	Emerging	168	—
60	filipbasara0/relic A simple PyTorch implementation of the Representation Learning via Invariant...	29	Experimental	12	Jupyter Notebook
61	PNNL-CompBio/CLEAN-Contact PyTorch Implementation of CLEAN-Contact: Contrastive Learning-enabled Enzyme...	29	Experimental	11	Python
62	google-research/compressive-visual-representations Tensorflow 2 implementations of the C-SimCLR and C-BYOL self-supervised...	28	Experimental	37	Python
63	wwweiwei/awesome-self-supervised-learning-for-tabular-data A collection of research materials on SSL for non-sequential tabular data (SSL4NSTD)	28	Experimental	212	—
64	JieyuZ2/Awesome-Weak-Supervision A curated list of programmatic weak supervision papers and resources	28	Experimental	191	TeX
65	fkodom/soft-mixture-of-experts PyTorch implementation of Soft MoE by Google Brain in "From Sparse to Soft...	28	Experimental	82	Python
66	ContrastiveSR/Contrastive_Learning_Papers A list of contrastive Learning papers	28	Experimental	309	—
67	weijiaheng/Advances-in-Label-Noise-Learning A curated (most recent) list of resources for Learning with Noisy Labels	28	Experimental	720	—
68	megvii-research/TLC Test-time Local Converter	28	Experimental	253	Python
69	jyansir/t2g-former (AAAI 2023 oral) Original implementation and experiment results of T2G-FORMER	27	Experimental	41	Python
70	virtualgraham/unsupervisedpapers UnsupervisedPapers.com is an open-source directory of papers on unsupervised...	27	Experimental	10	JavaScript
71	dewenzeng/positional_cl code for paper Positional Contrastive Learning for Volumetric Medical Image...	27	Experimental	58	Python
72	lyn1874/raman_spectra_matching_with_contrastive_learning Official implementation for paper "Raman spectra matching with contrastive...	27	Experimental	19	Python
73	ZhouYuxuanYX/Maximum-Suppression-Regularization This is the official repository of our NeurIPS 2025 paper "MaxSup:...	27	Experimental	22	Jupyter Notebook
74	imantdaunhawer/multimodal-contrastive-learning [ICLR 2023] Official code for the paper "Identifiability Results for...	27	Experimental	35	Python
75	tomoyoshki/focal Pytorch Implementation of FOCAL: Contrastive Learning for Multimodal...	27	Experimental	35	Python
76	SAP-samples/emnlp2021-attention-contrastive-learning Repository supporting an accepted paper at EMNLP 2021 on attention...	26	Experimental	8	Python
77	mlbio-epfl/turtle [ICML 2024] Let Go of Your Labels with Unsupervised Transfer	26	Experimental	80	Python
78	BKHMSI/mixture-of-cognitive-reasoners Mixture of Cognitive Reasoners: Modular Reasoning with Brain-Like Specialization	26	Experimental	40	Python
79	Kthyeon/FINE_official NeurIPS 2021, "Fine Samples for Learning with Noisy Labels"	26	Experimental	41	Python
80	nayeemrizve/TRSSL "Towards Realistic Semi-Supervised Learning" by Mamshad Nayeem Rizve, Navid...	26	Experimental	41	Python
81	CarterMcClellan/supercontrast-legacy Find the best ML model for your use case \| Y Combinator Fall 2024	26	Experimental	22	Python
82	pxiangwu/PLC ICLR 2021, "Learning with feature-dependent label noise: a progressive approach"	25	Experimental	46	Python
83	RabbitBoss/Awesome-Realistic-Semi-Supervised-Learning An awesome paper list of Semi-Supervised Learning under realistic settings.	25	Experimental	127	Shell
84	wjun0830/Localizable-Rotation Official PyTorch Repository of "Tailoring Self-Supervision for Supervised...	25	Experimental	30	Python
85	darkflowio/CONTRAST CONTRAST, a novel architecture designed to enhance session-based...	25	Experimental	2	Jupyter Notebook
86	zijian-hu/SimPLE Code for the paper: "SimPLE: Similar Pseudo Label Exploitation for...	25	Experimental	62	Python
87	chengtan9907/Co-learning The official implementation of the ACM MM'21 paper Co-learning: Learning...	24	Experimental	122	Python
88	nayeemrizve/OpenLDN "OpenLDN: Learning to Discover Novel Classes for Open-World Semi-Supervised...	24	Experimental	36	Python
89	PRIS-CV/On-the-fly-Category-Discovery Code release for Your “On-the-fly Category Discovery (CVPR 2023)”	24	Experimental	56	Python
90	qingsongedu/Awesome-SSL4TS A professionally curated list of awesome resources (paper, code, data, etc.)...	24	Experimental	369	—
91	NJUyued/MutexMatch4SSL "MutexMatch: Semi-Supervised Learning with Mutex-Based Consistency...	24	Experimental	71	Python
92	TonyLianLong/UnsupervisedSelectiveLabeling [ECCV 2022] Official Implementation for Unsupervised Selective Labeling for...	23	Experimental	64	Python
93	SMSD75/Timetuning Time Does Tell: Self-Supervised Time-Tuning of Dense Image Representations ICCV23	22	Experimental	30	Python
94	giakoumoglou/synco-v2 PyTorch implementation of SynCo-v2	22	Experimental	3	Python
95	Correr-Zhou/SPML-AckTheUnknown [ECCV 2022] Offical implementation of the paper "Acknowledging the Unknown...	22	Experimental	44	Python
96	IgorSusmelj/simsiam-cifar10 Code to train the SimSiam model on cifar10 using PyTorch	21	Experimental	41	Python
97	NeuralCollapseApplications/ImbalancedLearning [NeurIPS 2022] The official code for our NeurIPS 2022 paper "Inducing Neural...	21	Experimental	49	Python
98	Institut-Polytechnique-de-Paris/time-disentanglement-lib 🤗 [ICLR 2024] Disentangling Time Series Representations via Contrastive...	21	Experimental	19	Python
99	manuelknott/ssl_eval_protocols Code for the paper "A Closer Look at Benchmarking Self-Supervised...	21	Experimental	8	Python
100	Adlith/MoE-Jetpack [NeurIPS 24] MoE Jetpack: From Dense Checkpoints to Adaptive Mixture of...	21	Experimental	134	Python
101	JayThibs/Weak-Supervised-Learning-Case-Study Exploring NLP weak supervision approaches to train text classification...	21	Experimental	22	Jupyter Notebook
102	mashijie1028/ProtoGCD (TPAMI 2025) ProtoGCD: Unified and Unbiased Prototype Learning for...	21	Experimental	34	Python
103	alexlioralexli/noncontrastive-ssl Analyzing partial dimensional collapse in non-contrastive self-supervised...	20	Experimental	16	Jupyter Notebook
104	mingkai-zheng/ReSSL ReSSL: Relational Self-Supervised Learning with Weak Augmentation	20	Experimental	58	Python
105	scofield7419/StruMatchDL Codes for ICML 2022 paper: Matching Structure for Dual Learning	20	Experimental	12	Python
106	NJUyued/SoC4SS-FGVC "Roll with the Punches: Expansion and Shrinkage of Soft Label Selection for...	20	Experimental	13	Python
107	joshr17/IFM Code for paper "Can contrastive learning avoid shortcut solutions?" NeurIPS 2021.	20	Experimental	47	Python
108	EIDOSLAB/unbiased-contrastive-learning Code for the paper "Unbiased Supervised Contrastive Learning" \| ICLR 2023...	20	Experimental	13	Python
109	stypoumic/BECLR Official repository for the paper BECLR: Batch Enhanced Contrastive...	20	Experimental	16	Python
110	mlbio-epfl/hume [NeurIPS 2023 Spotlight] The Pursuit of Human Labeling: A New Perspective on...	20	Experimental	19	Python
111	yyuncong/TempCLR [ICLR 2023] Temporal Alignment Representations with Contrastive Learning	20	Experimental	27	Python
112	agrija9/ssl-sonar-images Code for our paper Self-supervised Learning for Sonar Image Classification...	20	Experimental	38	Jupyter Notebook
113	adaminsky/compositional_concepts Code for the CCE algorithm proposed in "Towards Compositionality in Concept...	20	Experimental	16	Python
114	A-SHOJAEI/hierarchical-contrastive-qa-with-adversarial-unanswerable-detection Question answering system for SQuAD 2.0 combining hierarchical span...	19	Experimental	—	Python
115	KentoNishi/JTR-CVPR-2024 [CVPR 2024] Joint-Task Regularization for Partially Labeled Multi-Task Learning	19	Experimental	24	Python
116	NJUyued/PRG4SSL-MNAR "Towards Semi-supervised Learning with Non-random Missing Labels" by Yue...	19	Experimental	77	Python
117	ys-zong/awesome-self-supervised-multimodal-learning [T-PAMI] A curated list of self-supervised multimodal learning resources.	19	Experimental	277	—
118	WesleyHsieh0806/SS-PRL SS-PRL: Self-Supervised Pyramid Representation Learning for Multi-Label...	19	Experimental	88	Shell
119	mengxue-rs/a-spn the official implementation of paper Attention-Based Second-Order Pooling...	19	Experimental	9	—
120	PythoneerSamurai/RelEdgePool This is an official implementation for "RelEdgePool: Relational Edge-Aware...	19	Experimental	—	Python
121	nilesh2797/zestxml This is the official codebase for KDD 2021 paper Generalized Zero-Shot...	19	Experimental	24	C++
122	STaR-Former/starformer [NeurIPS 2025] Source code of "STaRFormer: Semi-Supervised Task-Informed...	19	Experimental	6	Python
123	sthalles/MaSSL Official PyTroch implementation for Learning from Memory: A Non-Parametric...	19	Experimental	7	Python
124	changdaeoh/FarconVAE Official implementation for KDD'22 paper "Learning Fair Representation via...	18	Experimental	23	Python
125	minghangz/cpl CPL: Weakly Supervised Temporal Sentence Grounding with Gaussian-based...	18	Experimental	65	Python
126	zichuan-liu/ContraLSP [ICLR'24] Official PyTorch Implementation of ContraLSP	17	Experimental	33	Python
127	YannDubs/SSL-Risk-Decomposition Benchmark and analysis of 165 pretrained SSL models. Code for "Evaluating...	16	Experimental	14	Jupyter Notebook
128	eliahuhorwitz/ProbeX Official PyTorch Implementation for the "Learning on Model Weights using...	16	Experimental	13	Python
129	STaR-Former/STaR-Former.github.io Project Page of [NeurIPS-2025] "STaRFormer: Semi-Supervised Task-Informed...	15	Experimental	—	HTML
130	theolepage/ssl-for-slr Collection of self-supervised models for speaker and language recognition tasks.	15	Experimental	19	Jupyter Notebook
131	HuangJunh/EMixConv Automated design of neural networks with multi-scale convolutions via...	15	Experimental	5	Python
132	DarrenZhang01/ExCon ExCon: Explanation-driven Supervised Contrastive Learning	15	Experimental	18	Python
133	nishxnt/Self-Supervised-EO-SSL Code for the seminar paper 'Self-Supervised Learning: MAE & DINOv2 Models...	15	Experimental	—	Jupyter Notebook
134	miszkur/SelfSupervisedLearning This repo reproduces results of "Understanding Self-Supervised Learning...	14	Experimental	9	Jupyter Notebook
135	HanxunH/LDReg [ICLR2024] LDReg: Local Dimensionality Regularized Self-Supervised Learning	14	Experimental	12	Python
136	wenz116/RefContrast Understanding Synonymous Referring Expressions via Contrastive Features	13	Experimental	8	—
137	MattWallingford/TAPS Pytorch Implementation of Task Adaptive Parameter Sharing for Multi-Task...	12	Experimental	27	Python
138	likyoo/awesome-semi-supervised-segmentation An up-to-date & curated list of awesome semi-supervised segmentation papers,...	12	Experimental	13	—
139	antonio-f/mixture-of-experts-from-scratch Mixture of Experts from scratch	12	Experimental	13	Jupyter Notebook
140	yuhui-zh15/C3 Official implementation of "Connect, Collapse, Corrupt: Learning Cross-Modal...	11	Experimental	34	Jupyter Notebook
141	zahramh99/simclr-cifar10 A PyTorch implementation of SimCLR (contrastive self-supervised learning)...	11	Experimental	—	Python
142	measterpojo/Self-supervised-learning-SSL-Contrastive-Domain-Adaptation Contrastive learning is a powerful self-supervised technique for domain...	11	Experimental	—	Jupyter Notebook
143	measterpojo/Self-supervised-Rotation-Prediction enable the model to learn meaningful and generalizable visual...	11	Experimental	—	Jupyter Notebook
144	measterpojo/Mean-Teacher-Model-DA The Mean Teacher Model is a popular approach for semi-supervised learning,...	11	Experimental	—	Jupyter Notebook
145	SAP-samples/emnlp2021-contrastive-refinement Repository supporting an accepted paper at EMNLP 2021 on contrastive refinement.	11	Experimental	2	Python

Comparisons in this category

awesome-self-supervised-learning and awesome-semi-supervised-learning (50 vs 40) Semi-supervised-learning and TorchSSL (51 vs 41) SimCLR and simclr-pytorch (44 vs 40)