Jun 10, 2021 · In this work, we explore new dimensions of unsupervised learning by proposing the Progressive Stage-wise Learning (PSL) framework.
PSL is design to be a general framework, that can be applied to multiple unsupervised learning tasks be- longing to either pretext tasks or contrastive learning.
This work explores new dimensions of unsupervised learning by proposing the Progressive Stage-wise Learning (PSL) framework, and discovers that by ...
Progressive Stage-wise Learning for Unsupervised Feature ...
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We discover that by progressive stage-wise learning, unsupervised feature representation can be effectively enhanced. Our extensive experiments show that PSL ...
PSL is design to be a general framework, that can be applied to multiple unsupervised learning tasks be- longing to either pretext tasks or contrastive learning.
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Sep 8, 2024 · In this work, we explore new dimensions of unsupervised learning by proposing the Progressive Stage-wise Learning (PSL) framework. For a given ...
We discover that by progressive stage-wise learning, unsupervised feature representation can be effectively enhanced. Our extensive experiments show that PSL ...
This work introduces a promising scaling method that builds up a large model based on several shallow models. Model freezing methods [31], ...
Unsupervised visual representation learning (UVRL) aims at learning generic representations for the initialization of downstream tasks.
Jul 6, 2022 · "Progressive Stage-wise Learning for Unsupervised Feature Representation Enhancement" Someone finally beat regular backpropagation on a ...