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Papers Benchmarks Datasets Tasks

Single-view Reconstruction research benchmarks · SOTA2 Research

Single-view Reconstruction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

68.4pla

20

Feb 26, 2026

0.065CD

11

Apr 28, 2026

PIFuHD (ML-PIFu, alternate)

0.133Normal Error

6

Feb 26, 2026

RenderPeople (test)

PIFuHD with normals

0.107Normal Error

6

Feb 26, 2026

ShapeNet (test)

9.1Chamfer Distance

6

Feb 26, 2026

Real capture 5 random views 1.0 (test)

29.42PSNR

6

Feb 26, 2026

Residential about 0.3m baseline

0.805PCC

4

Mar 9, 2026

Replica 1.0m baseline

0.864PCC

4

Mar 9, 2026

Matterport3D 1.0m baseline

0.903PCC

4

Mar 9, 2026

Matterport3D 1.5m baseline

0.856PCC

4

Mar 9, 2026

Matterport3D 2.0m baseline

0.821PCC

4

Mar 9, 2026

CO3D Teddybear (held-out target view)

19.005PSNR

2

Apr 16, 2026

CO3D Hydrant (held-out target view)

20.366PSNR

2

Apr 16, 2026

Our binary shadow dataset synthetic (test)

0.187Depth L1

2

Feb 26, 2026

DeepShadow dataset (test)

0.014Depth L1

2

Feb 26, 2026

Popular datasets

Matterport3D ShapeNet Co3D Replica Real capture

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