TripletCLIP: Improving Compositional Reasoning of CLIP via Synthetic Vision-Language Negatives

Maitreya Patel, Abhiram Kusumba, Sheng Cheng +4

Contrastive Language-Image Pretraining (CLIP) models maximize the mutual information between text and visual modalities to learn representations. This makes the nature of the train…