Philipp WirthLabel-efficient Content Moderation with Self-supervised LearningLearn how to leverage self-supervised learning to do label-efficient content moderation for computer vision.Jul 12, 2023Jul 12, 2023
Nikolaos GiakoumoglouPySSL : Self-Supervised Learning being easy again!IntroductionJun 19, 20232Jun 19, 20232
InTDS ArchivebyLeon SickPaper explained: Pushing The Limits Of Self-Supervised ResNets: Can We Outperform Supervised…Exploring the novel approaches in ReLICv2Feb 26, 20221Feb 26, 20221
InDeem.blogsbyChing (Chingis)Vision Transformers (ViT) for Self-Supervised Representation Learning (Part 1)Here I am summarizing the recent works done on Vision Transformers (ViT) in the Self-Supervised (SSL) and Unsupervised Learning field to…Apr 11, 20223Apr 11, 20223
Sik-Ho TsangReview — SimSiam: Exploring Simple Siamese Representation LearningSelf-Supervised Learning Without the Use of Negative Sample Pairs, Large Batches, & Momentum EncodersMay 8, 2022May 8, 2022
Sik-Ho TsangReview — SimCLRv2: Big Self-Supervised Models are Strong Semi-Supervised LearnersSemi-Supervised Learning Using Self-Supervised SimCLRv2, Outperforms SimCLR, BYOL, PIRL, CPCv2, & etc.Mar 22, 2022Mar 22, 2022
InToyota Research InstitutebyToyota Research InstituteSelf-supervised Learning in Depth — part 1 of 2Self-supervised learning and beyond for depth estimation from images.May 13, 20213May 13, 20213
InHackerNoon.combyDickey SinghSelf-supervised learning gets us closer to autonomous learningSelf-supervised learning is an autonomous supervised learning approach that eliminates the need to use labeled data as supervisory input.Aug 6, 20184Aug 6, 20184
Sik-Ho TsangReview — DINO: Emerging Properties in Self-Supervised Vision TransformersDINO, A Form of Self-Distillation with No LabelsJun 14, 2022Jun 14, 2022
InTDS ArchivebyWilliam FalconA Framework For Contrastive Self-Supervised Learning And Designing A New ApproachWe formulate a framework for characterizing contrastive self-supervised learning approaches and look at AMDIM, CPC, BYOL, SimCLR, and Swav.Sep 2, 20206Sep 2, 20206