The authors built VidMotion, a dataset of 6,879 videos covering everyday dynamic scenes.
Motion-space analysis exposes object movement flaws in generated videos
MotionInsight evaluates designated objects for consistency, continuity and physical plausibility, then explains the motion failures it detects.
Chinese Tech
Jiahao Zhan · Yongrui Ma · Qunliang Xing · Xuanyu Zhang · Jingqi Tong · Junlin Li · +3 more
MMLab, CUHK · ByteDance Inc. · Peking University · Fudan University · CPII under InnoHK
Research Digest··2 min read
Zhan et al.
Why this paper
From ByteDance Inc. and 4 others · Released code
In one line
MotionInsight diagnoses object motion deficiencies in generated videos by scoring object consistency, motion continuity, and physical plausibility from motion-space representations.
What it released
Code
What we could check
- ✓Code link in the paper (github.com)
- ·No weights link found
- ·No dataset link found
- ·No compute details found
- ·No stated limitations found
- ·No benchmark numbers found
Observed from the paper text and links we have. Absence here means we did not find it, not that it does not exist.
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