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Models/EMDM

EMDM

Reported on 32 benchmarks across 4 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Audio16 results

10-shot image generationonHumanML3D
Diversity· 2023-12-04
9.551
best: 23.692 (Diffuion Motion)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
10-shot image generationonHumanML3D
FID· 2023-12-04
0.112
best: 0.028 (Motion Anything)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
10-shot image generationonHumanML3D
Multimodality· 2023-12-04
1.641
best: 4.139 (TM2D (t2m))
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
10-shot image generationonHumanML3D
R Precision Top3· 2023-12-04
0.786
best: 0.842 (MotionPCM)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
10-shot image generationonKIT Motion-Language
Diversity· 2023-12-04
10.96
best: 11.198 (T2M-GPT (τ = 0))
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
10-shot image generationonKIT Motion-Language
FID· 2023-12-04
0.261
best: 0.131 (Motion Anything)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
10-shot image generationonKIT Motion-Language
Multimodality· 2023-12-04
1.343
best: 3.627 (GraphMotion)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
10-shot image generationonKIT Motion-Language
R Precision Top3· 2023-12-04
0.78
best: 0.803 (BiPO)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
3D Human Pose TrackingonHumanML3D
Diversity· 2023-12-04
9.551
best: 23.692 (Diffuion Motion)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
3D Human Pose TrackingonHumanML3D
FID· 2023-12-04
0.112
best: 0.028 (Motion Anything)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
3D Human Pose TrackingonHumanML3D
Multimodality· 2023-12-04
1.641
best: 4.139 (TM2D (t2m))
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
3D Human Pose TrackingonHumanML3D
R Precision Top3· 2023-12-04
0.786
best: 0.842 (MotionPCM)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
3D Human Pose TrackingonKIT Motion-Language
Diversity· 2023-12-04
10.96
best: 11.198 (T2M-GPT (τ = 0))
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
3D Human Pose TrackingonKIT Motion-Language
FID· 2023-12-04
0.261
best: 0.131 (Motion Anything)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
3D Human Pose TrackingonKIT Motion-Language
Multimodality· 2023-12-04
1.343
best: 3.627 (GraphMotion)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
3D Human Pose TrackingonKIT Motion-Language
R Precision Top3· 2023-12-04
0.78
best: 0.803 (BiPO)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256

Computer Vision8 results

Pose TrackingonHumanML3D
Diversity· 2023-12-04
9.551
best: 23.692 (Diffuion Motion)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
Pose TrackingonHumanML3D
FID· 2023-12-04
0.112
best: 0.028 (Motion Anything)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
Pose TrackingonHumanML3D
Multimodality· 2023-12-04
1.641
best: 4.139 (TM2D (t2m))
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
Pose TrackingonHumanML3D
R Precision Top3· 2023-12-04
0.786
best: 0.842 (MotionPCM)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
Pose TrackingonKIT Motion-Language
Diversity· 2023-12-04
10.96
best: 11.198 (T2M-GPT (τ = 0))
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
Pose TrackingonKIT Motion-Language
FID· 2023-12-04
0.261
best: 0.131 (Motion Anything)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
Pose TrackingonKIT Motion-Language
Multimodality· 2023-12-04
1.343
best: 3.627 (GraphMotion)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
Pose TrackingonKIT Motion-Language
R Precision Top3· 2023-12-04
0.78
best: 0.803 (BiPO)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256

Computer Code8 results

Motion SynthesisonHumanML3D
Diversity· 2023-12-04
9.551
best: 23.692 (Diffuion Motion)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
Motion SynthesisonHumanML3D
FID· 2023-12-04
0.112
best: 0.028 (Motion Anything)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
Motion SynthesisonHumanML3D
Multimodality· 2023-12-04
1.641
best: 4.139 (TM2D (t2m))
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
Motion SynthesisonHumanML3D
R Precision Top3· 2023-12-04
0.786
best: 0.842 (MotionPCM)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
Motion SynthesisonKIT Motion-Language
Diversity· 2023-12-04
10.96
best: 11.198 (T2M-GPT (τ = 0))
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
Motion SynthesisonKIT Motion-Language
FID· 2023-12-04
0.261
best: 0.131 (Motion Anything)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
Motion SynthesisonKIT Motion-Language
Multimodality· 2023-12-04
1.343
best: 3.627 (GraphMotion)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256
Motion SynthesisonKIT Motion-Language
R Precision Top3· 2023-12-04
0.78
best: 0.803 (BiPO)
EMDM: Efficient Motion Diffusion Model for Fast and High-Quality Motion Generation arXiv:2312.02256