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awesome-graph-self-supervised-learning LirongWu

168

1.4k

unknown

17

Code for TKDE paper "Self-supervised learning on graphs: Contrastive, generative, or predictive"

pre-training pretext-task deep-learning machine-learning data-augmentation transfer-learning graph-neural-networks unsupervised-learning representation-learning self-supervised-learning

Created 2019-05-24

45 commits to main branch, last one 3 months ago

awesome-self-supervised-learning-in-medical-imaging SaeedShurrab

13

141

unknown

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This repository is mainly dedicated for listing the recent research advancements in the application of Self-Supervised-Learning in medical images computing field

pretext-task research-paper medical-imaging downstream-tasks knowledge-transfer contrastive-learning medical-image-dataset medical-image-processing self-supervised-learning

Created 2021-07-02

46 commits to master branch, last one 4 months ago

Unsupervised-Visual-Representation-Learning zhangyifei01

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37

unknown

4

Overview of unsupervised visual representation learning (or self-supervised learning, unsupervised pre-training) methods.

pre-training pretext-task computer-vision transfer-learning pattern-recognition contrastive-learning unsupervised-learning visual-representation representation-learning self-supervised-learning

Created 2022-06-19

41 commits to main branch, last one about a year ago

eval_ssl_ssc emadeldeen24

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36

mit

1

[TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation

evaluation pretext-task deep-learning sleep-staging label-efficient contrastive-learning unsupervised-learning representation-learning self-supervised-learning sleep-stage-classification

Created 2022-10-08

20 commits to main branch, last one about a year ago

SAR-SSL Audio-WestlakeU

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mit

3

A python implementation of “Self-Supervised Learning of Spatial Acoustic Representation with Cross-Channel Signal Reconstruction and Multi-Channel Conformer” [TASLP 2024]

tdoa conformer fine-tuning pretext-task multi-channel room-acoustics real-world-data downstream-tasks microphone-array audio-pretraining acoustic-parameters array-signal-processing self-supervised-learning spatial-acoustic-representation

Created 2023-10-12

44 commits to main branch, last one about a month ago