Un-mix: Rethinking image mixtures for unsupervised visual representation learning

Z Shen, Z Liu, Z Liu, M Savvides, T Darrell… - Proceedings of the AAAI …, 2022 - ojs.aaai.org
The recently advanced unsupervised learning approaches use the siamese-like framework
to compare two" views" from the same image for learning representations. Making the two …

Un-Mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning

Z Shen, Z Liu, Z Liu, M Savvides, T Darrell, E Xing - arXiv, 2020 - dclibrary.mbzuai.ac.ae
The recently advanced unsupervised learning approaches use the siamese-like framework
to compare two “views” from the same image for learning representations. Making the two …

Un-Mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning

Z Shen, Z Liu, Z Liu, M Savvides, T Darrell, E Xing - 2022 - repository.ust.hk
The recently advanced unsupervised learning approaches use the siamese-like framework
to compare two “views” from the same image for learning representations. Making the two …

Un-Mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning

Z Shen, Z Liu, Z Liu, M Savvides, T Darrell… - arXiv preprint arXiv …, 2020 - arxiv.org
The recently advanced unsupervised learning approaches use the siamese-like framework
to compare two" views" from the same image for learning representations. Making the two …

[PDF][PDF] Un-Mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning

Z Shen, Z Liu, Z Liu, M Savvides, T Darrell, E Xing - researchgate.net
In supervised learning, smoothing label or prediction distribution in neural network training
has been proven useful in preventing the model from being over-confident, and is crucial for …

[PDF][PDF] Un-mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning

Z Shen, Z Liu, Z Liu, M Savvides, T Darrell, E Xing - 2022 - cdn.aaai.org
The recently advanced unsupervised learning approaches use the siamese-like framework
to compare two “views” from the same image for learning representations. Making the two …

[PDF][PDF] Un-mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning

Z Shen, Z Liu, Z Liu, M Savvides, T Darrell, E Xing - 2022 - ojs.aaai.org
The recently advanced unsupervised learning approaches use the siamese-like framework
to compare two “views” from the same image for learning representations. Making the two …

Un-Mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning

Z Shen, Z Liu, Z Liu, M Savvides, T Darrell… - arXiv e …, 2020 - ui.adsabs.harvard.edu
The recently advanced unsupervised learning approaches use the siamese-like framework
to compare two" views" from the same image for learning representations. Making the two …