Improved Baselines with Momentum Contrastive Learning
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...As an example, “MoCo v2” [8], an extension of a preliminary version of this manuscript, achieves 71....
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2,942 citations
1,771 citations
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...4× slower than MoCov2 due to the additional back-propagation [10]....
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1,733 citations
Cites background or methods from "Improved Baselines with Momentum Co..."
...Simple and effective instantiations of contrastive learning have been developed using Siamese networks [37, 2, 17, 8, 9]....
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...This methodology has been recently popularized for un-/self-supervised representation learning [36, 30, 20, 37, 21, 2, 35, 17, 29, 8, 9]....
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References
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...28M ImageNet [3] training set....
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"Improved Baselines with Momentum Co..." refers methods in this paper
...(ii) Transferring to VOC object detection [4]: a Faster R-CNN detector [14] (C4-backbone) is fine-tuned end-to-end on the VOC 07+12 trainval set1 and evaluated on the VOC 07 test set using the COCO suite of metrics [10]....
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