CVRR-ES

anchor

Findings

• IC-464Video-LLaVA and Llama-VID systematically overestimate candidate VLM scores, assigning ratings near 4.00 across all visual dimensions and showing near-zero or negative agreement with a reference-guided agent-debate method [builds-on]
• IC-464Video-LLaVA and Llama-VID systematically overestimate candidate VLM scores, assigning ratings near 4.00 across all visual dimensions and showing near-zero or negative agreement with a reference-guided agent-debate method [eval]
• IC-465GPT-4o achieves the highest weighted Cohen's kappa agreement with a reference-guided agent-debate method among all VLM judges, with scores exceeding 50 in several visual dimensions [builds-on]
• IC-465GPT-4o achieves the highest weighted Cohen's kappa agreement with a reference-guided agent-debate method among all VLM judges, with scores exceeding 50 in several visual dimensions [eval]
• IC-466GPT-4o's evaluation reliability degrades when used as the final judge in a collective thought pipeline that aggregates reviews from less reliable VLMs [builds-on]
• IC-466GPT-4o's evaluation reliability degrades when used as the final judge in a collective thought pipeline that aggregates reviews from less reliable VLMs [eval]