"self-supervised-learning" Awesome Lists
awesome-self-supervised-gnn
Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).
deep-learning graph-mining graph-neural-networks graph-self-supervised-learning machine-learning pre-training pretraining self-supervised-learning
1,659 stars
161 forks
440 projects
Last updated: 07 Apr 2025
awesome-graph-self-supervised-learning
Code for TKDE paper "Self-supervised learning on graphs: Contrastive, generative, or predictive"
data-augmentation deep-learning graph-neural-networks machine-learning pre-training pretext-task representation-learning self-supervised-learning transfer-learning unsupervised-learning
1,401 stars
167 forks
76 projects
Last updated: 08 Apr 2025
awesome-contrastive-self-supervised-learning
A comprehensive list of awesome contrastive self-supervised learning papers.
deep-learning hacktoberfest-accepted representation-learning self-supervised-learning transfer-learning unsupervised-learning
1,266 stars
126 forks
87 projects
Last updated: 14 Apr 2025
Awesome-Deep-Graph-Clustering
Awesome Deep Graph Clustering is a collection of SOTA, novel deep graph clustering methods (papers, codes, and datasets).
clustering data-mining data-mining-algorithms deep-clustering deep-learning gcn graph-convolutional-networks graph-embedding graph-neural-networks graphclustering
897 stars
139 forks
201 projects
Last updated: 19 Apr 2025
openstl
OpenSTL: A Comprehensive Benchmark of Spatio-Temporal Predictive Learning
artificial-intelligence attention-mechanism awesome-list awesome-lists benchmark computer-vision deep-learning mlp predictive-learning pytorch
894 stars
144 forks
43 projects
Last updated: 17 Apr 2025
Awesome-Self-Supervised-Papers
Paper bank for Self-Supervised Learning
awesome cvpr2020 self-supervised self-supervised-learning sota
581 stars
59 forks
127 projects
Last updated: 31 Mar 2025
awesome-pretrain-on-molecules
[IJCAI 2023 survey track]A curated list of resources for chemical pre-trained models
awesome chemical-language-models computational-chemistry drug-discovery drug-discovery-and-development finetuning gnns graph-representation-learning molecular-representation-learning molecule
520 stars
54 forks
242 projects
Last updated: 07 Apr 2025
awesome-state-of-depth-completion
Current state of supervised and unsupervised depth completion methods
3d-reconstruction 3d-vision awesome benchmark computer-vision depth-completion kitti machine-learning self-supervised-learning supervised-learning
460 stars
24 forks
71 projects
Last updated: 10 Apr 2025
awesome-self-supervised-learning-for-graphs
A curated list for awesome self-supervised learning for graphs.
contrastive-learning deep-learning graph-representation-learning machine-learning self-supervised-learning
384 stars
45 forks
67 projects
Last updated: 07 Apr 2025
Awesome-MIM
[Survey] Masked Modeling for Self-supervised Representation Learning on Vision and Beyond (https://arxiv.org/abs/2401.00897)
awesome-list awesome-mim bert computer-vision deep-learning generative-models gpt mae masked-autoencoder masked-image-modeling
324 stars
16 forks
485 projects
Last updated: 23 Apr 2025
awesome-self-supervised-multimodal-learning
[T-PAMI] A curated list of self-supervised multimodal learning resources.
awesome-list machine-learning multimodal-learning self-supervised-learning
251 stars
8 forks
195 projects
Last updated: 14 Apr 2025
Awesome-Foundation-Models-for-Weather-and-Climate
A comprehesive survey about foundation models for weather and cliamte data understanding.
ai4earth ai4science climate climate-change dataset deep-learning foundation-models large-language-models largemodel machine-learning
220 stars
32 forks
184 projects
Last updated: 03 Apr 2025
Awesome-Vision-Transformer-Collection
Variants of Vision Transformer and its downstream tasks
awesome backbone computer-vision deep-learning detection explainable-ai generative-model lidar-point-cloud pose-estimation segmentation
187 stars
18 forks
261 projects
Last updated: 16 May 2024
awesome-self-supervised-learning-for-tabular-data
A collection of research materials on SSL for non-sequential tabular data (SSL4NSTD)
artificial-intelligence deep-learning machine-learning self-supervised-learning tabular-data
184 stars
12 forks
51 projects
Last updated: 28 Mar 2025
awesome-self-supervised-learning-in-medical-imaging
This repository is mainly dedicated for listing the recent research advancements in the application of Self-Supervised-Learning in medical images computing field
contrastive-learning downstream-tasks knowledge-transfer medical-image-dataset medical-image-processing medical-imaging pretext-task research-paper self-supervised-learning
151 stars
15 forks
75 projects
Last updated: 09 Apr 2025
Awesome-Mixup
[Survey] Awesome List of Mixup Augmentation and Beyond (https://arxiv.org/abs/2409.05202)
awesome-list awesome-mixup computer-vision data-augmentation deep-learning graph image-classification mixup natural-language-processing self-supervised-learning
145 stars
11 forks
483 projects
Last updated: 29 Mar 2025
awesome-video-self-supervised-learning
A curated list of awesome self-supervised learning methods in videos
artificial-intelligence awesome-list computer-vision deep-learning machine-learning representation-learning self-supervised-learning video video-analysis
134 stars
4 forks
342 projects
Last updated: 16 Apr 2025
awesome-artificial-intelligence-research
A curated list of Artificial Intelligence (AI) Research, tracks the cutting edge trending of AI research, including recommender systems, computer vision, machine learning, etc.
artificial-intelligence automl awesome-list computer-vision deep-learning detection domain-adaptation generative-adversarial-network graph-neural-networks incremental-learning
122 stars
15 forks
92 projects
Last updated: 14 Mar 2025
awesome-continual-self-supervised-learning
List of papers that combine self-supervision and continual learning
continual-learning self-supervised-learning
62 stars
2 forks
44 projects
Last updated: 31 Mar 2025
awesome-graph-self-supervised-learning-based-recommendation
A curated list of awesome graph & self-supervised-learning-based recommendation.
contrastive-learning deep-learning graph-based-recommendation graph-neural-networks knowledge-graph-for-recommendation machine-learning recommendation-system self-supervised-learning
48 stars
6 forks
58 projects
Last updated: 16 Jul 2024
awesome-self-supervised-speech-representation-learning
A comprehensive list of awesome self-supervised speech representation learning papers.
awesome awesome-list deep-learning fairseq machine-learning representation-learning self-supervised-learning speech-processing
10 stars
0 forks
40 projects
Last updated: 07 Feb 2025
awesome-self-supervised-learning
Curated List of papers on Self-Supervised Representation Learning
awesome-list awesome-lists self-supervised-learning
5 stars
0 forks
68 projects
Last updated: 10 Apr 2025
awesome-foundation-models-on-graphs
A collection of graph foundation models including papers, codes, and datasets.
data-augmentation deep-learning few-shot-learning foundation-models graph-classification graph-foundation-model graph-neural-networks graph-representation-learning knowlege-graph link-prediction
4 stars
0 forks
226 projects
Last updated: 13 Apr 2025