WanderBench - Simple - 81-Frame Prefix - Visual Quality: leaderboard

WanderBench v1,Simple451/157/137clips respectively,81-Frame Prefix,nativeVisual Quality0–100,higherbetter. Released artifact identity verified separately. Same video/camera actions,resampled to nativefps/interfaces,timegrid inseconds.24submetrics form6dimensions;Overall equal-weight mean. Frame-limited systems graded only opening segment;actual duration depends on nativefps. No pooling fullclip/81frame/49frame cohorts;fps/resolution/unpublishedUniWorldreconstruction settings remain unknown. WorldForge/World-in-World basebindings and originalinternalReCamMaster remain held.

Metric: Score (%). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 2 models tracked.

Top models

#ModelScoreOverall rank
1CameraAnything74.3
2UniWorld-View68.7

Interactive version: theaggregate.ai/benchmark?slug=wanderbench-simple-81-frame-prefix-visual-quality · How It Works · Data refreshed daily, snapshot 2026-11-12.