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TVDIM: Enhancing Image Self-Supervised Pretraining via Noisy Text Data
[article]
2021
arXiv
pre-print
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Inspired by this, we propose a novel self-supervised learning method, named Text-enhanced Visual Deep InfoMax (TVDIM), to learn better visual representations by fully utilizing the naturally-existing multimodal ...
Experimental results show that, TVDIM significantly outperforms previous visual self-supervised methods when processing the same set of images. ...
The first stage is to do self-supervised training for image encoder via the proposed TVDIM. ...
arXiv:2106.01797v2
fatcat:ut3dcxos7bhelb6vllwo5dicti