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Papers Benchmarks Datasets Tasks

Pix3D dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

Pix3D

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Object Reconstruction (Chamfer Distance ↓)

Pix3D (test)

19.64Mean CD

5

Single-view 3D Object Reconstruction

Pix3D 10% labeled data (S1)

25.35Chair Accuracy

5

3D Reconstruction

Pix3D 10% of the data (test)

0.017L1 CD (bed)

5

Azimuth Classification

Pix3D (test)

77.93Bed Accuracy

5

3D Object Reconstruction

Pix3D (test)

4.11bed

4

Image-based shape retrieval

Pix3D (test)

0.53Recall@1

4

3D Pose Estimation

Pix3D (L3)

19.9Acc_π/18

3

3D Pose Estimation

Pix3D (L2)

41.3Accuracy (π/18)

3

3D Pose Estimation

Pix3D (L1)

58Accuracy (π/18)

3

3D Pose Estimation

Pix3D (L0)

70Accuracy (π/18)

3

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Popular tasks

3D Pose Estimation 3D Shape Retrieval Category-level classification 3D Shape Reconstruction 3D Object Reconstruction

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