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Benchmarks
4D Modeling Temporal and Motion Consistency on Video Consistency Evaluation Set
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0.5141
Depth Warp L1 Error
Phys4D
0.502704
0.579627
0.65655
0.733473
Mar 3, 2026
Depth Warp L1 Error
Depth Warp Charbonnier Error
RGB Warp LPIPS Distance
RGB Warp Charbonnier Error
Motion Dynamics EPE (End Point Error)
Motion Dynamics Fl-all Error
Motion Dynamics 1px Outlier Count
Updated 1mo ago
Evaluation Results
Method
Method
Links
Depth Warp L1 Error
Depth Warp Charbonnier Error
RGB Warp LPIPS Distance
RGB Warp Charbonnier Error
Motion Dynamics EPE (End Point Error)
Motion Dynamics Fl-all Error
Motion Dynamics 1px Outlier Count
Phys4D
2026.03
0.5141
0.524
0.1818
0.0518
0.5054
1.3013
4.35
CogVideoX
Optical flow estimatio...
2026.03
0.7054
0.7893
0.2564
0.0527
1.2343
4.3243
12.34
OpenSora
Optical flow estimatio...
2026.03
0.7436
0.8534
0.2783
0.0589
1.2718
7.2343
18.96
WAN
Optical flow estimatio...
2026.03
0.799
0.7898
0.2409
0.0507
1.2516
6.2173
15.69
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