Framing SSL

Many recent successes in computer vision have been powered by the extension of BERTology beyond the mode of text-based data to image & video. Without a doubt, efficient Transformers which patchify input images a la ViT have initiated much of this progress. But in this post, we are interested in pretraining with self-supervised learning to develop compact representations we might use in various downstream tasks. Datasets of real world interest often exhibit structures which are not exploited in research on benchmark datasets....

 · 3 min · Terry Rodriguez & Salma Mayorquin