2026
VLM-SubtleBench: How Far Are VLMs from Human-Level Subtle Comparative Reasoning?
ICLR 2026poster
The ability to distinguish subtle differences between visually similar images is essential for diverse domains such as industrial anomaly detection, medical imaging, and aerial surveillance. While comparative reasoning benchmarks for vision-language models (VLMs) have recently emerged, they primaril…