SSL (4) 썸네일형 리스트형 [Barlow Twins 논문 리뷰] - Barlow Twins: Self-Supervised Learning via Redundancy Reduction *Barlow Twins 논문 리뷰를 코드와 같이 분석한 글입니다! SSL 입문하시는 분들께 도움이 되길 원하며 궁금한 점은 댓글로 남겨주세요. Barlow Twins paper: https://arxiv.org/abs/2103.03230 Barlow Twins: Self-Supervised Learning via Redundancy Reduction Self-supervised learning (SSL) is rapidly closing the gap with supervised methods on large computer vision benchmarks. A successful approach to SSL is to learn embeddings which are invariant to distor.. [Simsiam 논문 리뷰] - Exploring Simple Siamese Representation Learning *Simsiam 논문 리뷰를 코드와 같이 분석한 글입니다! SSL 입문하시는 분들께 도움이 되길 원하며 궁금한 점은 댓글로 남겨주세요. *Simsiam는 Non-contrastive learning입니다. Simsiam paper: https://arxiv.org/abs/2011.10566 Exploring Simple Siamese Representation Learning Siamese networks have become a common structure in various recent models for unsupervised visual representation learning. These models maximize the similarity between two augmentations o.. [BYOL 논문 리뷰] - Bootstrap your own latent: A new approach to self-supervised Learning *BYOL 논문 리뷰를 코드와 같이 분석한 글입니다! SSL 입문하시는 분들께 도움이 되길 원하며 궁금한 점은 댓글로 남겨주세요. *BYOL는 Non-contrastive learning입니다. BYOL paper: https://arxiv.org/abs/2006.07733 Bootstrap your own latent: A new approach to self-supervised Learning We introduce Bootstrap Your Own Latent (BYOL), a new approach to self-supervised image representation learning. BYOL relies on two neural networks, referred to as online and .. [SimCLR 논문 리뷰] - A Simple Framework for Contrastive Learning of Visual Representations *SimCLR 논문 리뷰를 위한 글입니다! SSL 입문하시는 분들께 도움이 되길 원하며 궁금한 점은 댓글로 남겨주세요. *SSL(Self-Supervised-Learning) 중 contrastive learning을 위주로 다룹니다! *해당 글에서는 Proxy task 논문, Exemplar, Jigsaw Puzzle에 대한 간단한 설명도 포함되어 있습니다. SimCLR paper: [2002.05709] A Simple Framework for Contrastive Learning of Visual Representations (arxiv.org) A Simple Framework for Contrastive Learning of Visual Representations This paper prese.. 이전 1 다음
