self-supervision topic

List self-supervision repositories

monodepth2

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[ICCV 2019] Monocular depth estimation from a single image

SGDepth

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[ECCV 2020] Self-Supervised Monocular Depth Estimation: Solving the Dynamic Object Problem by Semantic Guidance

SS-GCNs

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[ICML 2020] "When Does Self-Supervision Help Graph Convolutional Networks?" by Yuning You, Tianlong Chen, Zhangyang Wang, Yang Shen

depth-hints

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[ICCV 2019] Depth Hints are complementary depth suggestions which improve monocular depth estimation algorithms trained from stereo pairs

probing-vits

303
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Probing the representations of Vision Transformers.

bootleg

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27
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Self-Supervision for Named Entity Disambiguation at the Tail

TREBA

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Learning trajectory representations using self-supervision and programmatic supervision.

GraphCL_Automated

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[ICML 2021] "Graph Contrastive Learning Automated" by Yuning You, Tianlong Chen, Yang Shen, Zhangyang Wang; [WSDM 2022] "Bringing Your Own View: Graph Contrastive Learning without Prefabricated D...

awesome-visual-transformers

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[TNNLS] A Comprehensive Survey of Awesome Visual Transformer Literatures.

AF-SfMLearner

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[MedIA2022 & ICRA2021] Self-Supervised Monocular Depth and Ego-Motion Estimation in Endoscopy: Appearance Flow to the Rescue