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SOTA Controllable Video Generation benchmarks and papers with code | Wizwand
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Controllable Video Generation
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
VBench (test)
Less is More
Motion Smoothness
99.4
12
1mo ago
User Study
LCV
Preference Rate
92.2
12
1mo ago
CogControlBench
CogOmniControl
AQ
59.6
9
2mo ago
LongVGenBench (test)
LongVie 2
Appearance Quality (A.Q.)
58.47
8
5mo ago
Cooking 50 real-world videos (test)
MoRight
PSNR
16.44
6
3mo ago
DynPose 100K (test)
WanMove
PSNR
13.91
6
3mo ago
LiVER-Real (test)
LiVER
FVD
32.45
5
3mo ago
RealEstate10K (test)
UCPE
RotErr (°)
0.56
5
4mo ago
LongVGenBench Human Evaluation
LongVie 2
VQ (Video Quality)
4.4
5
4mo ago
Minecraft User Study (test)
DecMem
VQ
39.77
4
1mo ago
Minecraft Extrapolation Generalization (test)
DecMem
PSNR
25.2294
4
1mo ago
Minecraft Within Training Window (test)
DecMem
PSNR
30.0785
4
1mo ago
CrossFPS (test)
SCOPE
JEPA
0.806
4
2mo ago
BEHAVE (test)
CoMoGen
SSIM
79.4
4
2mo ago
CLEVRER (test)
CoMoGen
SSIM
92.52
4
2mo ago
NuPlan (test)
ScenarioControl
Global Control CCS
0.9926
4
3mo ago
S2M-DAVIS
Search2Motion
Subject Consistency
96.94
4
4mo ago
S2M-OMB
Search2Motion
Subject Consistency
95.19
4
4mo ago
User Evaluation Study
WNM + Novice
Overall GSB Score
2.75
3
24d ago
Controllable Video Generation Evaluation Set
Wan2.1-14B
CTEc (base) (s)
22.8
3
1mo ago
DROID
WM-UniT
PSNR
21.32
3
3mo ago
VBench & UniBench
UnityVideo
Background Consistency
96.04
3
5mo ago
RoboCasa-GR1
WM-UniT
PSNR
17.66
2
3mo ago
EgoDex
WM-UniT
PSNR
28.06
2
3mo ago
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