MemoBench Tests Video Models on Object State After Occlusion in Dynamic Scenes
June 24, 2026
MemoBench evaluates whether video generation models correctly recover an object's updated physical state after it disappears and reappears in a dynamically changing scene — a harder test than existing consistency benchmarks that only check static occlusion. The 360-clip benchmark combines automated metrics with VQA-based assessment across four diagnostic pillars.
HOW THIS AFFECTS YOU
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researcherProvides a more rigorous evaluation framework for world-modeling in video generation, exposing failure modes invisible to current static-occlusion benchmarks.