Nitya Ravi

Grounding Agentic VLMs with Dedicated Segmentation for Fine-Grained Vehicle Damage Assessment

TinyDamage is proposed, a hybrid architecture that delegates spatial grounding to a dedicated multi-task segmentation model while reserving the VLM for semantic reasoning and report generation, and DET_l, a permissive per- category detection metric for evaluating tiny-object grounding under class imbalance is introduce...