Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
awesome-self-supervised-multimodal-learning
A curated list of self-supervised multimodal learning resources.
https://github.com/ys-zong/awesome-self-supervised-multimodal-learning
Last synced: 1 day ago
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Applications
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Healthcare
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- [paper - group/CoMIR)
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State Representation Learning
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Remote Sensing
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Machine Translation
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Auto-driving
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Robotics
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Summary of Common Multimodal Datasets
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Image-Text Datasets
- Link - xirong/flickr8kcn)|
- Github
- Link - vcr)|
- Details - ml/SNLI-VE)|[Github](https://github.com/necla-ml/SNLI-VE)|
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- Link - Med-2019)|
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- Link - lab/nlvr)|
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Image-Text-Audio Datasets
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Video-Text Datasets
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Video-Audio Datasets
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Point Cloud Datasets
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Image-Ridar Datasets
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Objectives
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Masked Prediction
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Instance Discrimination
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- [paper - research/tree/master/mmv)
- [paper - NCE_HowTo100M)
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- [paper - research/big_vision)
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- [paper - science/crossmodal-contrastive-learning)
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- [paper - research/google-research/tree/master/vatt)
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- [paper - morgado/AVSpatialAlignment)
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- [paper - Part-of-Speech-Embeddings)
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- [paper - CMA)
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- [paper - of-Pixels)
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Clustering
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Hybrid
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Related Survey Papers
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Challenges
Programming Languages
Categories
Sub Categories
Healthcare
128
Instance Discrimination
33
Image-Text Datasets
23
Hybrid
22
Robustness/Fairness
14
Video-Text Datasets
14
Masked Prediction
13
Video-Audio Datasets
10
State Representation Learning
7
Remote Sensing
6
Clustering
6
Machine Translation
5
Auto-driving
5
Robotics
5
Image-Ridar Datasets
3
Point Cloud Datasets
3
Resources
3
Image-Text-Audio Datasets
2