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SOTA Human Image Animation benchmarks and papers with code | Wizwand
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Human Image Animation
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
RealisDance (val)
Animate-X
I2V Subject Fidelity
95.68
18
15d ago
TikTok
StableAnimator
FVD
140.62
15
15d ago
TikTok (test)
Position Shift Adaptive Module
FVD
172.16
15
15d ago
TikTok (sequences 335 to 340)
Implicit Preference Alignment
FID-VID
5.9
10
23d ago
Curated (test)
DynamiCrafter
CPBD
0.8333
9
22d ago
Unseen100
StableAnimator
L1 Loss
27,100
9
3mo ago
X-Dance (test)
SteadyDancer
Subject Quality (I2V)
96.17
8
15d ago
TikTok dataset 14 (test)
MagicAnimate
L1 Loss
0.0003
8
3mo ago
TED-talks (test)
TPS
AKD
2.16
8
3mo ago
User Study 30 selected videos
StableAnimator
M-A
95.6
7
3mo ago
Authors' Hand Dynamics Benchmark 100 curated cases
Implicit Preference Alignment
SSIM (Hand)
60.6
6
23d ago
Custom Challenging Benchmark 100 curated cases with complex hand dynamics 1.0 (test)
Implicit Preference Alignment (Ours)
FID-VID
6.3
6
23d ago
HyperMotionX Bench
Hypermotion
PSNR
22.03
6
2mo ago
User Study 50 participants 5-point Mean Opinion Score
Position Shift Adaptive Module
VC Score
4
5
3mo ago
Our dataset (test)
Position Shift Adaptive Module
Subject Consistency
92.54
5
3mo ago
TikTok and internet videos (test)
MTVCrafter
SSIM
0.7489
5
3mo ago
In-the-wild cross-driving (test)
X-Dyna
DTFVD
5.923
5
3mo ago
Single-character benchmark
EverybodyDance
SSIM
0.772
4
3mo ago
Multi-character benchmark
EverybodyDance
SSIM
0.671
4
3mo ago
Human Preference Study Evaluation Set
Implicit Preference Alignment
Win Rate (%)
91.7
3
23d ago
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