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JohnZhan
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This is the released multidim-all/checkpoint-5500 for MotionInsight:
Diagnosing Object Motion Deficiencies in Generated Videos.
The model consumes sampled RGB frames, target-object motion features from SAM3 and CoTracker3, and camera motion from VIPE. It predicts diagnostic reasoning and three motion-quality scores.
Use this checkpoint with the code and custom Qwen3-VL implementation from:
https://github.com/JohnZhan2023/MotionInsight
bash
hf download JohnZhan/MotionInsight-8B \--local-dir checkpoints/MotionInsight-8Bpython scripts/patch_transformers.pypython inference.py --help
The VidMotion dataset, videos, and annotations are not distributed.