AnyGroundBench: A Multi-Domain Adaptation Benchmark for Video Grounding in VLMs
AnyGroundBench tests Vision-Language Models (VLMs) using specialized video grounding tasks across five domains like surgery and sports. The benchmark reveals current VLMs struggle with rare concepts, showing a collapse in spatial reasoning and unstable performance when attempting domain adaptation through In-Context Learning.