84 citations · 124 across the 11 of their papers we have counts for
3 papers · 1 filter
Constructive Assimilation: Boosting Contrastive Learning Performance through View Generation Strategies
Ligong Han, Seungwook Han, Shivchander Sudalairaj +8
Transformations based on domain expertise (expert transformations), such as random-resized-crop and color-jitter, have proven critical to the success of contrastive learning techni…
Object-Centric Slot Diffusion
Jindong Jiang, Fei Deng, Gautam Singh +1
The recent success of transformer-based image generative models in object-centric learning highlights the importance of powerful image generators for handling complex scenes. Howev…
Illiterate DALL-E Learns to Compose
Gautam Singh, Fei Deng, Sungjin Ahn
Although DALL-E has shown an impressive ability of composition-based systematic generalization in image generation, it requires the dataset of text-image pairs and the compositiona…