Self-Supervised Learning
CSE 891: Deep Learning
Vishnu Boddeti
Monday November 30, 2020
Intialization (ALexNet) | ||
---|---|---|
FLIC (AUC) | MPII (AUC) | |
ImageNet Supervised | 51.3 | 47.2 |
Shuffle & Learn (self-supervised) | 49.6 | 47.6 |
Intialization | ||
---|---|---|
PASCAL VOC 2007 | PASCAL VOC 2007+2012 | |
ImageNet Supervised | 70.5 | 76.2 |
Jigsaw ImageNet 14M | 69.2 | 75.4 |
Intialization | Median Error | % correct withing $11.25^0$ |
---|---|---|
ImageNet Supervised | 17.1 | 36.1 |
Jigsaw Flickr 100M | 13.1 | 44.6 |