Non-Contrastive Vision-Language Learning with Predictive Embedding Alignment

Lukas Kuhn, Giuseppe Serra, Florian Buettner

Vision-language models have transformed multimodal representation learning, yet dominant contrastive approaches like CLIP require large batch sizes, careful negative sampling, and…