self-supervised
Revisiting-Contrastive-SSL


self-supervised | Revisiting-Contrastive-SSL | |
---|---|---|
2 | 1 | |
129 | 88 | |
3.1% | - | |
0.0 | 0.0 | |
about 2 years ago | over 3 years ago | |
Python | Python | |
- | GNU General Public License v3.0 or later |
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self-supervised
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[P] solo-learn: a library of self-supervised methods for visual representation learning
W-MSE
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[R] ICLR rejected the submission only for missing large-scale ImageNet experiments
https://github.com/htdt/self-supervised it includes our method, byol and contrastive. I tried to keep the code nice and clean.
Revisiting-Contrastive-SSL
What are some alternatives?
Unsupervised-Classification - SCAN: Learning to Classify Images without Labels, incl. SimCLR. [ECCV 2020]
TS-TCC - [IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual Contrasting"
PASS - The PASS dataset: pretrained models and how to get the data
DiffCSE - Code for the NAACL 2022 long paper "DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings"
dino - PyTorch code for Vision Transformers training with the Self-Supervised learning method DINO
solo-learn - solo-learn: a library of self-supervised methods for visual representation learning powered by Pytorch Lightning
Unsupervised-Semantic-Segmentation - Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals. [ICCV 2021]
mmselfsup - OpenMMLab Self-Supervised Learning Toolbox and Benchmark
PaddleHelix - Bio-Computing Platform Featuring Large-Scale Representation Learning and Multi-Task Deep Learning “螺旋桨”生物计算工具集
acoustic-keylogger - Pipeline of a keylogging attack using just an audio signal and unsupervised learning.
transferlearning - Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

