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DeformingThings4D dataset and benchmarks · SOTA2 Research

Research Datasets

DeformingThings4D

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Scene Flow Estimation

DeformingThings4D

76.2EPE

9

Dynamic Animal Body Modeling

DeformingThings4D (Unseen individual)

64.7IoU

6

Dynamic Animal Body Modeling

DeformingThings4D (Seen individual)

80.3IoU

6

Object-level 4D Reconstruction

DeformingThings4D-Animals (Unseen Individual)

6.1Accuracy

5

Object-level 4D Reconstruction

DeformingThings4D Animals (Unseen Motion)

5.5Accuracy

5

Dynamic 3D Reconstruction

DeformingThings4D++

0.602mIoU

5

4D Shape Generation

DeformingThings4D (test)

15.6MMD

3

Skeleton Generation

DeformingThings4D

0.68PJDD

3

Temporal Stability

DeformingThings4D (DT4D) (val)

0.68PJDD

2

Popular tasks

Dynamic Animal Body Modeling Object-level 4D Reconstruction Scene Flow Estimation Dynamic 3D Reconstruction Skeleton Generation

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