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Models/BiPO

BiPO

Reported on 32 benchmarks across 4 tasks · 1 paper · 8 SOTA

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
FID· 2024-11-28
0.03
best: 0.028 (Motion Anything)
SOTA
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
10-shot image generationonKIT Motion-Language
R Precision Top3· 2024-11-28
0.803
SOTA
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
3D Human Pose TrackingonHumanML3D
FID· 2024-11-28
0.03
best: 0.028 (Motion Anything)
SOTA
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
3D Human Pose TrackingonKIT Motion-Language
R Precision Top3· 2024-11-28
0.803
SOTA
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
10-shot image generationonHumanML3D
Diversity· 2024-11-28
9.556
best: 23.692 (Diffuion Motion)
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
10-shot image generationonHumanML3D
Multimodality· 2024-11-28
1.374
best: 4.139 (TM2D (t2m))
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
10-shot image generationonHumanML3D
R Precision Top3· 2024-11-28
0.809
best: 0.842 (MotionPCM)
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
10-shot image generationonKIT Motion-Language
Diversity· 2024-11-28
10.833
best: 11.198 (T2M-GPT (τ = 0))
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
10-shot image generationonKIT Motion-Language
FID· 2024-11-28
0.164
best: 0.131 (Motion Anything)
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
10-shot image generationonKIT Motion-Language
Multimodality· 2024-11-28
1.098
best: 3.627 (GraphMotion)
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
3D Human Pose TrackingonHumanML3D
Diversity· 2024-11-28
9.556
best: 23.692 (Diffuion Motion)
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
3D Human Pose TrackingonHumanML3D
Multimodality· 2024-11-28
1.374
best: 4.139 (TM2D (t2m))
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
3D Human Pose TrackingonHumanML3D
R Precision Top3· 2024-11-28
0.809
best: 0.842 (MotionPCM)
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
3D Human Pose TrackingonKIT Motion-Language
Diversity· 2024-11-28
10.833
best: 11.198 (T2M-GPT (τ = 0))
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
3D Human Pose TrackingonKIT Motion-Language
FID· 2024-11-28
0.164
best: 0.131 (Motion Anything)
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
3D Human Pose TrackingonKIT Motion-Language
Multimodality· 2024-11-28
1.098
best: 3.627 (GraphMotion)
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112

Computer Vision8 results

Pose TrackingonHumanML3D
FID· 2024-11-28
0.03
best: 0.028 (Motion Anything)
SOTA
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
Pose TrackingonKIT Motion-Language
R Precision Top3· 2024-11-28
0.803
SOTA
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
Pose TrackingonHumanML3D
Diversity· 2024-11-28
9.556
best: 23.692 (Diffuion Motion)
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
Pose TrackingonHumanML3D
Multimodality· 2024-11-28
1.374
best: 4.139 (TM2D (t2m))
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
Pose TrackingonHumanML3D
R Precision Top3· 2024-11-28
0.809
best: 0.842 (MotionPCM)
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
Pose TrackingonKIT Motion-Language
Diversity· 2024-11-28
10.833
best: 11.198 (T2M-GPT (τ = 0))
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
Pose TrackingonKIT Motion-Language
FID· 2024-11-28
0.164
best: 0.131 (Motion Anything)
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
Pose TrackingonKIT Motion-Language
Multimodality· 2024-11-28
1.098
best: 3.627 (GraphMotion)
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112

Computer Code8 results

Motion SynthesisonHumanML3D
FID· 2024-11-28
0.03
best: 0.028 (Motion Anything)
SOTA
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
Motion SynthesisonKIT Motion-Language
R Precision Top3· 2024-11-28
0.803
SOTA
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
Motion SynthesisonHumanML3D
Diversity· 2024-11-28
9.556
best: 23.692 (Diffuion Motion)
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
Motion SynthesisonHumanML3D
Multimodality· 2024-11-28
1.374
best: 4.139 (TM2D (t2m))
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
Motion SynthesisonHumanML3D
R Precision Top3· 2024-11-28
0.809
best: 0.842 (MotionPCM)
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
Motion SynthesisonKIT Motion-Language
Diversity· 2024-11-28
10.833
best: 11.198 (T2M-GPT (τ = 0))
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
Motion SynthesisonKIT Motion-Language
FID· 2024-11-28
0.164
best: 0.131 (Motion Anything)
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112
Motion SynthesisonKIT Motion-Language
Multimodality· 2024-11-28
1.098
best: 3.627 (GraphMotion)
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis arXiv:2412.00112