Seongjun Jeong

CS-CLIP: Compositional Scene Graph-guided CLIP for Robust Compositional Reasoning

Vision-language models (VLMs) demonstrate strong performance across compositional reasoning benchmarks, which require reasoning over semantic perturbations of objects, attributes, relations, and their interactions. However, our controlled analysis reveals that existing compositionality-aware VLMs exhibit element-specif...