alibabadoufu/all_about_unsupervised_labelling

This is a repository to collect papers and codes related to unsupervised labelling for images. If you want to contribute please submit a pull request!

all_about_unsupervised_labelling

This is a repository to collect papers and codes related to unsupervised labelling for images. If you want to contribute please submit a pull request!

Learning discrete representations via information maximizing self-augmented training.

• Paper: https://arxiv.org/abs/1702.08720
• Code : https://github.com/weihua916/imsat
• Published in : ICML 2017

Invariant information clustering for unsupervised image classification and segmentation

• Paper: https://arxiv.org/abs/1807.06653
• Code : https://github.com/xu-ji/IIC
• Published in : preprint

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Self-labelling via simultaneous clustering and representation learning.

• Paper: https://arxiv.org/abs/1911.05371
• Code : https://github.com/yukimasano/self-label
• Published in : ICLR 2020

Deep clustering for unsupervised learning of visual features.

• Paper: https://arxiv.org/abs/1807.05520
• Code : https://github.com/philkr/voc-classification
• Published in : ECCV 2018

Unsupervised pre- training of image features on non-curated data.

• Paper: https://arxiv.org/abs/1905.01278
• Code : https://github.com/facebookresearch/DeeperCluster
• Published in : ICCV 2019

Deep adaptive image clustering.

• Paper: https://ieeexplore.ieee.org/document/8237888
• Code : https://github.com/vector-1127/DAC
• Published in : ICCV 2017

Prototypical contrastive learning of unsupervised representations.

• Paper: https://arxiv.org/abs/2005.04966
• Code : https://github.com/LiJunnan1992/PCL
• Published in : preprint

Unsupervised deep embedding for clustering analysis.

• Paper: https://arxiv.org/abs/1511.06335
• Code : https://github.com/piiswrong/dec
• Published in : ICML 2016

Joint unsupervised learning of deep representations and image clusters.

• Paper: https://arxiv.org/abs/1604.03628
• Code : https://github.com/jwyang/JULE.torch
• Published in : CVPR 2016

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Learning to classify images without labels.

• Paper: https://arxiv.org/abs/2005.12320
• Code : https://github.com/wvangansbeke/Unsupervised-Classification
• Published in: preprint

Deep amortized clustering.

• Paper: https://arxiv.org/abs/1909.13433
• Code : https://github.com/deepmind/leo
• Published in: preprint

ClusterFit: Improving Generalization of Visual Representations.

• Paper: https://arxiv.org/abs/1912.03330
• Code : Not found
• Published in: CVPR 2020