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Benchmarks
Camera-controlled video-to-video generation on DAVIS, Unitree, LeCun, VEO, and Sora (test)
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0.65
DINO-SIM
FreeOrbit4D
0.2652
0.3651
0.465
0.5649
Jan 26, 2026
DINO-SIM
CLIP-SIM
FID-V
FVD-V
Overall Score (User Study)
Motion Score (User Study)
Stability Score (User Study)
Updated 3mo ago
Evaluation Results
Method
Method
Links
DINO-SIM
CLIP-SIM
FID-V
FVD-V
Overall Score (User Study)
Motion Score (User Study)
Stability Score (User Study)
FreeOrbit4D
2026.01
0.65
0.84
170
3,600
4.6
4.5
4.5
TrajectoryCrafter
2026.01
0.47
0.79
200
3,600
2.8
3.2
2.9
GEN3C
2026.01
0.43
0.75
230
3,300
2.4
3.5
2.3
ReCamMaster
2026.01
0.37
0.75
260
3,900
2
2.5
2
EX-4D
2026.01
0.28
0.69
320
3,800
2
2.5
2
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