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9.22k
10-shot image generation > Motion Synthesis
KIT Motion-Language
T2M-GPT (τ = 0.5)
https://arxiv.org/abs/2301.06052v4
FID
0.717
10-shot image generation > Motion Synthesis
KIT Motion-Language
T2M-GPT (τ = 0.5)
https://arxiv.org/abs/2301.06052v4
R Precision Top3
0.737
10-shot image generation > Motion Synthesis
KIT Motion-Language
T2M-GPT (τ = 0.5)
https://arxiv.org/abs/2301.06052v4
Diversity
10.862
10-shot image generation > Motion Synthesis
KIT Motion-Language
T2M-GPT (τ = 0.5)
https://arxiv.org/abs/2301.06052v4
Multimodality
1.912
10-shot image generation > Motion Synthesis
KIT Motion-Language
T2M-GPT (τ = 0)
https://arxiv.org/abs/2301.06052v4
FID
0.737
10-shot image generation > Motion Synthesis
KIT Motion-Language
T2M-GPT (τ = 0)
https://arxiv.org/abs/2301.06052v4
R Precision Top3
0.716
10-shot image generation > Motion Synthesis
KIT Motion-Language
T2M-GPT (τ = 0)
https://arxiv.org/abs/2301.06052v4
Diversity
11.198
10-shot image generation > Motion Synthesis
KIT Motion-Language
T2M-GPT (τ = 0)
https://arxiv.org/abs/2301.06052v4
Multimodality
2.309
10-shot image generation > Motion Synthesis
KIT Motion-Language
AttT2M
https://arxiv.org/abs/2309.00796v1
FID
0.870
10-shot image generation > Motion Synthesis
KIT Motion-Language
AttT2M
https://arxiv.org/abs/2309.00796v1
R Precision Top3
0.751
10-shot image generation > Motion Synthesis
KIT Motion-Language
AttT2M
https://arxiv.org/abs/2309.00796v1
Diversity
10.96
10-shot image generation > Motion Synthesis
KIT Motion-Language
AttT2M
https://arxiv.org/abs/2309.00796v1
Multimodality
2.281
10-shot image generation > Motion Synthesis
KIT Motion-Language
MotionDiffuse
https://arxiv.org/abs/2208.15001v1
FID
1.954
10-shot image generation > Motion Synthesis
KIT Motion-Language
MotionDiffuse
https://arxiv.org/abs/2208.15001v1
R Precision Top3
0.739
10-shot image generation > Motion Synthesis
KIT Motion-Language
MotionDiffuse
https://arxiv.org/abs/2208.15001v1
Diversity
11.10
10-shot image generation > Motion Synthesis
KIT Motion-Language
MotionDiffuse
https://arxiv.org/abs/2208.15001v1
Multimodality
0.730
10-shot image generation > Motion Synthesis
KIT Motion-Language
T2M
http://openaccess.thecvf.com//content/CVPR2022/html/Guo_Generating_Diverse_and_Natural_3D_Human_Motions_From_Text_CVPR_2022_paper.html
FID
3.022
10-shot image generation > Motion Synthesis
KIT Motion-Language
T2M
http://openaccess.thecvf.com//content/CVPR2022/html/Guo_Generating_Diverse_and_Natural_3D_Human_Motions_From_Text_CVPR_2022_paper.html
R Precision Top3
0.681
10-shot image generation > Motion Synthesis
KIT Motion-Language
T2M
http://openaccess.thecvf.com//content/CVPR2022/html/Guo_Generating_Diverse_and_Natural_3D_Human_Motions_From_Text_CVPR_2022_paper.html
Diversity
10.72
10-shot image generation > Motion Synthesis
KIT Motion-Language
T2M
http://openaccess.thecvf.com//content/CVPR2022/html/Guo_Generating_Diverse_and_Natural_3D_Human_Motions_From_Text_CVPR_2022_paper.html
Multimodality
2.052
10-shot image generation > Motion Synthesis
KIT Motion-Language
TM2T
https://arxiv.org/abs/2207.01696v2
FID
3.599
10-shot image generation > Motion Synthesis
KIT Motion-Language
TM2T
https://arxiv.org/abs/2207.01696v2
R Precision Top3
0.587
10-shot image generation > Motion Synthesis
KIT Motion-Language
TM2T
https://arxiv.org/abs/2207.01696v2
Diversity
9.473
10-shot image generation > Motion Synthesis
KIT Motion-Language
TM2T
https://arxiv.org/abs/2207.01696v2
Multimodality
3.292
10-shot image generation > Motion Synthesis
KIT Motion-Language
TEMOS
https://arxiv.org/abs/2212.04048v3
FID
3.717
10-shot image generation > Motion Synthesis
KIT Motion-Language
TEMOS
https://arxiv.org/abs/2212.04048v3
R Precision Top3
0.687
10-shot image generation > Motion Synthesis
KIT Motion-Language
TEMOS
https://arxiv.org/abs/2212.04048v3
Diversity
10.84
10-shot image generation > Motion Synthesis
KIT Motion-Language
TEMOS
https://arxiv.org/abs/2212.04048v3
Multimodality
0.532
10-shot image generation > Motion Synthesis
KIT Motion-Language
Language2Pose
https://arxiv.org/abs/2207.01696v2
FID
6.545
10-shot image generation > Motion Synthesis
KIT Motion-Language
Language2Pose
https://arxiv.org/abs/2207.01696v2
R Precision Top3
0.483
10-shot image generation > Motion Synthesis
KIT Motion-Language
Language2Pose
https://arxiv.org/abs/2207.01696v2
Diversity
9.073
10-shot image generation > Motion Synthesis
KIT Motion-Language
Text2Gesture
https://arxiv.org/abs/2207.01696v2
FID
12.12
10-shot image generation > Motion Synthesis
KIT Motion-Language
Text2Gesture
https://arxiv.org/abs/2207.01696v2
R Precision Top3
0.338
10-shot image generation > Motion Synthesis
KIT Motion-Language
Text2Gesture
https://arxiv.org/abs/2207.01696v2
Diversity
9.334
10-shot image generation > Motion Synthesis
AIST++
Motion Anything
https://arxiv.org/abs/2503.06955v1
Beat alignment score
0.2757
10-shot image generation > Motion Synthesis
AIST++
Motion Anything
https://arxiv.org/abs/2503.06955v1
FID
17.22
10-shot image generation > Motion Synthesis
AIST++
UDE
https://arxiv.org/abs/2211.16016v1
Beat alignment score
0.2311
10-shot image generation > Motion Synthesis
AIST++
UDE
https://arxiv.org/abs/2211.16016v1
FID
17.25
10-shot image generation > Motion Synthesis
AIST++
TM2D
https://arxiv.org/abs/2304.02419v2
Beat alignment score
0.2049
10-shot image generation > Motion Synthesis
AIST++
TM2D
https://arxiv.org/abs/2304.02419v2
FID
19.01
10-shot image generation > Motion Synthesis
AIST++
TM2D (only motion data)
https://arxiv.org/abs/2304.02419v2
Beat alignment score
0.2127
10-shot image generation > Motion Synthesis
AIST++
TM2D (only motion data)
https://arxiv.org/abs/2304.02419v2
FID
23.94
10-shot image generation > Motion Synthesis
AIST++
Bailando
https://arxiv.org/abs/2203.13055v2
Beat alignment score
0.233
10-shot image generation > Motion Synthesis
AIST++
Bailando
https://arxiv.org/abs/2203.13055v2
FID
28.16
10-shot image generation > Motion Synthesis
AIST++
AI Choreographer
https://arxiv.org/abs/2101.08779v3
Beat alignment score
0.221
10-shot image generation > Motion Synthesis
AIST++
AI Choreographer
https://arxiv.org/abs/2101.08779v3
FID
35.35
10-shot image generation > Motion Synthesis
AIST++
Lodge (DDPM)
https://arxiv.org/abs/2403.10518v3
Beat alignment score
0.24
10-shot image generation > Motion Synthesis
AIST++
Lodge (DDPM)
https://arxiv.org/abs/2403.10518v3
FID
37.09
10-shot image generation > Motion Synthesis
AIST++
MoFusion
https://arxiv.org/abs/2212.04495v2
Beat alignment score
0.253
10-shot image generation > Motion Synthesis
AIST++
MoFusion
https://arxiv.org/abs/2212.04495v2
FID
50.31
10-shot image generation > Motion Synthesis
AIST++
DanceNet
https://arxiv.org/abs/2002.03761v2
Beat alignment score
0.143
10-shot image generation > Motion Synthesis
AIST++
DanceNet
https://arxiv.org/abs/2002.03761v2
FID
69.13
10-shot image generation > Motion Synthesis
AIST++
Dance Revolution
https://arxiv.org/abs/2006.06119v8
Beat alignment score
0.195
10-shot image generation > Motion Synthesis
AIST++
Dance Revolution
https://arxiv.org/abs/2006.06119v8
FID
73.42
10-shot image generation > Motion Synthesis
AIST++
EDGE (w=1)
https://arxiv.org/abs/2211.10658v2
Beat alignment score
0.27
10-shot image generation > Motion Synthesis
AIST++
EDGE (w=2)
https://arxiv.org/abs/2211.10658v2
Beat alignment score
0.26
10-shot image generation > Motion Synthesis
LaFAN1
$\Delta$-interpolator
https://arxiv.org/abs/2201.06701v4
L2Q@5
0.11
10-shot image generation > Motion Synthesis
LaFAN1
$\Delta$-interpolator
https://arxiv.org/abs/2201.06701v4
L2Q@15
0.32
10-shot image generation > Motion Synthesis
LaFAN1
$\Delta$-interpolator
https://arxiv.org/abs/2201.06701v4
L2Q@30
0.57
10-shot image generation > Motion Synthesis
LaFAN1
$\Delta$-interpolator
https://arxiv.org/abs/2201.06701v4
L2P@5
0.13
10-shot image generation > Motion Synthesis
LaFAN1
$\Delta$-interpolator
https://arxiv.org/abs/2201.06701v4
L2P@15
0.47
10-shot image generation > Motion Synthesis
LaFAN1
$\Delta$-interpolator
https://arxiv.org/abs/2201.06701v4
NPSS@5
0.0014
10-shot image generation > Motion Synthesis
LaFAN1
$\Delta$-interpolator
https://arxiv.org/abs/2201.06701v4
NPSS@15
0.0217
10-shot image generation > Motion Synthesis
LaFAN1
$\Delta$-interpolator
https://arxiv.org/abs/2201.06701v4
NPSS@30
0.1217
10-shot image generation > Motion Synthesis
LaFAN1
$\Delta$-interpolator
https://arxiv.org/abs/2201.06701v4
L2P@30
1.00
10-shot image generation > Motion Synthesis
LaFAN1
SSMCT
https://arxiv.org/abs/2103.00776v1
L2Q@5
0.14
10-shot image generation > Motion Synthesis
LaFAN1
SSMCT
https://arxiv.org/abs/2103.00776v1
L2Q@15
0.36
10-shot image generation > Motion Synthesis
LaFAN1
SSMCT
https://arxiv.org/abs/2103.00776v1
L2Q@30
0.61
10-shot image generation > Motion Synthesis
LaFAN1
SSMCT
https://arxiv.org/abs/2103.00776v1
L2P@5
0.22
10-shot image generation > Motion Synthesis
LaFAN1
SSMCT
https://arxiv.org/abs/2103.00776v1
L2P@15
0.56
10-shot image generation > Motion Synthesis
LaFAN1
SSMCT
https://arxiv.org/abs/2103.00776v1
NPSS@5
0.0016
10-shot image generation > Motion Synthesis
LaFAN1
SSMCT
https://arxiv.org/abs/2103.00776v1
NPSS@15
0.0234
10-shot image generation > Motion Synthesis
LaFAN1
SSMCT
https://arxiv.org/abs/2103.00776v1
NPSS@30
0.1222
10-shot image generation > Motion Synthesis
LaFAN1
SSMCT
https://arxiv.org/abs/2103.00776v1
L2P@30
1.1
10-shot image generation > Motion Synthesis
LaFAN1
TG-complete
https://arxiv.org/abs/2102.04942v1
L2Q@5
0.17
10-shot image generation > Motion Synthesis
LaFAN1
TG-complete
https://arxiv.org/abs/2102.04942v1
L2Q@15
0.42
10-shot image generation > Motion Synthesis
LaFAN1
TG-complete
https://arxiv.org/abs/2102.04942v1
L2Q@30
0.69
10-shot image generation > Motion Synthesis
LaFAN1
TG-complete
https://arxiv.org/abs/2102.04942v1
L2P@5
0.23
10-shot image generation > Motion Synthesis
LaFAN1
TG-complete
https://arxiv.org/abs/2102.04942v1
L2P@15
0.65
10-shot image generation > Motion Synthesis
LaFAN1
TG-complete
https://arxiv.org/abs/2102.04942v1
NPSS@5
0.002
10-shot image generation > Motion Synthesis
LaFAN1
TG-complete
https://arxiv.org/abs/2102.04942v1
NPSS@15
0.0258
10-shot image generation > Motion Synthesis
LaFAN1
TG-complete
https://arxiv.org/abs/2102.04942v1
NPSS@30
0.1328
10-shot image generation > Motion Synthesis
LaFAN1
TG-complete
https://arxiv.org/abs/2102.04942v1
L2P@30
1.28
10-shot image generation > Motion Synthesis
LaFAN1
HM-VAE
https://arxiv.org/abs/2106.04004v1
L2Q@5
0.24
10-shot image generation > Motion Synthesis
LaFAN1
HM-VAE
https://arxiv.org/abs/2106.04004v1
L2Q@15
0.54
10-shot image generation > Motion Synthesis
LaFAN1
HM-VAE
https://arxiv.org/abs/2106.04004v1
L2Q@30
0.94
10-shot image generation > Talking Head Generation
VoxCeleb2 - 8-shot learning
CainGAN
https://arxiv.org/abs/2004.09169v1
FID
24.9
10-shot image generation > Talking Head Generation
VoxCeleb2 - 8-shot learning
Few-shot Adversarial Model
https://arxiv.org/abs/1905.08233v2
FID
42.2
10-shot image generation > Talking Head Generation
VoxCeleb2 - 1-shot learning
Fast Bi-layer Avatars (medium size)
https://arxiv.org/abs/2008.10174v1
LPIPS
0.358
10-shot image generation > Talking Head Generation
VoxCeleb2 - 1-shot learning
Fast Bi-layer Avatars (medium size)
https://arxiv.org/abs/2008.10174v1
SSIM
0.508
10-shot image generation > Talking Head Generation
VoxCeleb2 - 1-shot learning
Fast Bi-layer Avatars (medium size)
https://arxiv.org/abs/2008.10174v1
CSIM
0.653
10-shot image generation > Talking Head Generation
VoxCeleb2 - 1-shot learning
Fast Bi-layer Avatars (medium size)
https://arxiv.org/abs/2008.10174v1
Normalized Pose Error
43.3
10-shot image generation > Talking Head Generation
VoxCeleb2 - 1-shot learning
Fast Bi-layer Avatars (medium size)
https://arxiv.org/abs/2008.10174v1
inference time (ms)
4
10-shot image generation > Talking Head Generation
VoxCeleb2 - 1-shot learning
First Order Motion Model (medium size)
https://arxiv.org/abs/2008.10174v1
LPIPS
0.311
10-shot image generation > Talking Head Generation
VoxCeleb2 - 1-shot learning
First Order Motion Model (medium size)
https://arxiv.org/abs/2008.10174v1
SSIM
0.553
10-shot image generation > Talking Head Generation
VoxCeleb2 - 1-shot learning
First Order Motion Model (medium size)
https://arxiv.org/abs/2008.10174v1
CSIM
0.638
10-shot image generation > Talking Head Generation
VoxCeleb2 - 1-shot learning
First Order Motion Model (medium size)
https://arxiv.org/abs/2008.10174v1
Normalized Pose Error
47.8
10-shot image generation > Talking Head Generation
VoxCeleb2 - 1-shot learning
First Order Motion Model (medium size)
https://arxiv.org/abs/2008.10174v1
inference time (ms)
13
10-shot image generation > Talking Head Generation
VoxCeleb2 - 1-shot learning
Few-shot Vid-to-vid (medium size)
https://arxiv.org/abs/2008.10174v1
LPIPS
0.368
10-shot image generation > Talking Head Generation
VoxCeleb2 - 1-shot learning
Few-shot Vid-to-vid (medium size)
https://arxiv.org/abs/2008.10174v1
SSIM
0.419