Nowadays, transfer learning from pretrained models on Imagenet is the ultimate standard in computer vision. Self-supervised learning dominates natural ...
Nikolas Adaloglou
Motivated by the success of masked language modeling (MLM) in pre-training natural language processing models, ...
reviewer4you.com
Self-Supervised Learning (SSL) is a pre-training alternative to transfer learning. Even though SSL emerged from massive NLP datasets, it has also shown ...
Self-supervised learning aims to extract representation from unsupervised visual data and it’s super famous in computer vision nowadays. This article covers ...
In this hands-on tutorial, we will provide you with a reimplementation of SimCLR self-supervised learning method for pretraining robust feature extractors. ...
Figure 1: stepwise behavior in self-supervised learning. When training common SSL algorithms, we find that the loss descends in a stepwise ...
Ritwik Gupta
After presenting SimCLR, a contrastive self-supervised learning framework, I decided to demonstrate another infamous method, called BYOL. Bootstrap Your Own ...