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Models/DDT

DDT

Reported on 52 benchmarks across 10 tasks · 2 papers · 21 SOTA

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

Methodology24 results

Domain AdaptationonComic2k
mAP· 2025-06-04
50.2
SOTA
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
Domain AdaptationonSIM10K to BDD100K
mAP@0.5· 2025-06-04
58.3
SOTA
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
Domain AdaptationonPascal VOC to Clipart1K
mAP· 2025-06-04
55.6
SOTA
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
3DonPASCAL VOC to Watercolor2k
mAp· 2025-06-04
63.7
SOTA
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
3DonPASCAL VOC to Comic2k
mAP· 2025-06-04
50.2
SOTA
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
3DonPascal VOC to Clipart1K
mAP· 2025-06-04
55.6
SOTA
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
2D ClassificationonPASCAL VOC to Watercolor2k
mAp· 2025-06-04
63.7
SOTA
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
2D ClassificationonPASCAL VOC to Comic2k
mAP· 2025-06-04
50.2
SOTA
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
2D ClassificationonPascal VOC to Clipart1K
mAP· 2025-06-04
55.6
SOTA
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
2D Object DetectiononPASCAL VOC to Watercolor2k
mAp· 2025-06-04
63.7
SOTA
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
2D Object DetectiononPASCAL VOC to Comic2k
mAP· 2025-06-04
50.2
SOTA
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
2D Object DetectiononPascal VOC to Clipart1K
mAP· 2025-06-04
55.6
SOTA
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
16konPASCAL VOC to Watercolor2k
mAp· 2025-06-04
63.7
SOTA
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
16konPASCAL VOC to Comic2k
mAP· 2025-06-04
50.2
SOTA
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
16konPascal VOC to Clipart1K
mAP· 2025-06-04
55.6
SOTA
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
Domain AdaptationonCityscapes to Foggy Cityscapes
mAP@0.5· 2025-06-04
50
best: 66.8 (ALDI++(Resnet50+FPN))
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
Domain AdaptationonSIM10K to Cityscapes
mAP@0.5· 2025-06-04
64
best: 77.8 (ALDI++)
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
3DonMPI-INF-3DHP
Acceleration Error· 2023-03-23
8.2
best: 7.4 (ARTS (Resnet50 L=16))
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
3DonMPI-INF-3DHP
MPJPE· 2023-03-23
97.8
best: 124.7 (VNect (Augm.))
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
3DonMPI-INF-3DHP
PA-MPJPE· 2023-03-23
65.4
best: 89.8 (HMR)
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
3Don3DPW
Acceleration Error· 2023-03-23
6.6
best: 5.4 (HybridCap)
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
3Don3DPW
MPJPE· 2023-03-23
85.9
best: 130 (HMR)
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
3Don3DPW
MPVPE· 2023-03-23
101.2
best: 119.3 (BMP)
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
3Don3DPW
PA-MPJPE· 2023-03-23
53.3
best: 157 (Simple-baseline)
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397

Computer Vision17 results

Object DetectiononPASCAL VOC to Watercolor2k
mAp· 2025-06-04
63.7
SOTA
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
Object DetectiononPASCAL VOC to Comic2k
mAP· 2025-06-04
50.2
SOTA
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
Object DetectiononPascal VOC to Clipart1K
mAP· 2025-06-04
55.6
SOTA
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
3D Human Pose Estimationon3DPW
Acceleration Error· 2023-03-23
6.6
best: 6.5 (ARTS (Resnet50 L=16))
SOTA
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
3D Human Pose EstimationonMPI-INF-3DHP
Acceleration Error· 2023-03-23
8.2
best: 7.4 (ARTS (Resnet50 L=16))
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
3D Human Pose EstimationonMPI-INF-3DHP
MPJPE· 2023-03-23
97.8
best: 124.7 (VNect (Augm.))
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
3D Human Pose EstimationonMPI-INF-3DHP
PA-MPJPE· 2023-03-23
65.4
best: 89.8 (HMR)
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
3D Human Pose Estimationon3DPW
MPJPE· 2023-03-23
85.9
best: 130 (HMR)
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
3D Human Pose Estimationon3DPW
MPVPE· 2023-03-23
101.2
best: 119.3 (BMP)
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
3D Human Pose Estimationon3DPW
PA-MPJPE· 2023-03-23
53.3
best: 157 (Simple-baseline)
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
Pose EstimationonMPI-INF-3DHP
Acceleration Error· 2023-03-23
8.2
best: 7.4 (ARTS (Resnet50 L=16))
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
Pose EstimationonMPI-INF-3DHP
MPJPE· 2023-03-23
97.8
best: 124.7 (VNect (Augm.))
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
Pose EstimationonMPI-INF-3DHP
PA-MPJPE· 2023-03-23
65.4
best: 89.8 (HMR)
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
Pose Estimationon3DPW
Acceleration Error· 2023-03-23
6.6
best: 5.4 (HybridCap)
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
Pose Estimationon3DPW
MPJPE· 2023-03-23
85.9
best: 130 (HMR)
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
Pose Estimationon3DPW
MPVPE· 2023-03-23
101.2
best: 119.3 (BMP)
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
Pose Estimationon3DPW
PA-MPJPE· 2023-03-23
53.3
best: 157 (Simple-baseline)
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397

Audio7 results

1 Image, 2*2 StitchionMPI-INF-3DHP
Acceleration Error· 2023-03-23
8.2
best: 7.4 (ARTS (Resnet50 L=16))
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
1 Image, 2*2 StitchionMPI-INF-3DHP
MPJPE· 2023-03-23
97.8
best: 124.7 (VNect (Augm.))
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
1 Image, 2*2 StitchionMPI-INF-3DHP
PA-MPJPE· 2023-03-23
65.4
best: 89.8 (HMR)
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
1 Image, 2*2 Stitchion3DPW
Acceleration Error· 2023-03-23
6.6
best: 5.4 (HybridCap)
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
1 Image, 2*2 Stitchion3DPW
MPJPE· 2023-03-23
85.9
best: 130 (HMR)
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
1 Image, 2*2 Stitchion3DPW
MPVPE· 2023-03-23
101.2
best: 119.3 (BMP)
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397
1 Image, 2*2 Stitchion3DPW
PA-MPJPE· 2023-03-23
53.3
best: 157 (Simple-baseline)
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos arXiv:2303.13397

Other4 results

Unsupervised Domain AdaptationonSIM10K to BDD100K
mAP@0.5· 2025-06-04
58.3
SOTA
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
Unsupervised Domain AdaptationonPascal VOC to Clipart1K
mAP· 2025-06-04
55.6
SOTA
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
Unsupervised Domain AdaptationonCityscapes to Foggy Cityscapes
mAP@0.5· 2025-06-04
50
best: 66.8 (ALDI++(Resnet50+FPN))
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211
Unsupervised Domain AdaptationonSIM10K to Cityscapes
mAP@0.5· 2025-06-04
64
best: 77.8 (ALDI++)
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector arXiv:2506.04211