Self-Supervised Learning from Non-Object Centric Images with a Geometric Transformation Sensitive Architecture

Taeho Kim, Jong-Min Lee

Most invariance-based self-supervised methods rely on single object-centric images (e.g., ImageNet images) for pretraining, learning features that invariant to geometric transforma…