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Papers Benchmarks Datasets Tasks

3D Shape Reconstruction research benchmarks · SOTA2 Research

3D Shape Reconstruction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DTU (standard 15-scene split)

0.32Scene 24 Error

25

May 4, 2026

0.04CD

17

Feb 26, 2026

multi-task model

0.119CD

14

Feb 26, 2026

7.41ADE

13

Feb 26, 2026

Blender 8 scenes

7.97ADE

13

Feb 26, 2026

ACSM-ours + CF-CM

55.9Horse AUC

12

Feb 26, 2026

ShapeNet multi-class (test)

Few ‘Zero Level Set’-Shot Learning

0.209CD2

12

Feb 26, 2026

Animodel (test)

1.11Chamfer Distance (Horse)

12

Feb 26, 2026

0.971FS

10

Feb 26, 2026

0.99FS@1

10

Feb 26, 2026

ACSM-ours + CF-CM^2

86.6Giraffe AUC

10

Feb 26, 2026

Tanks & Temples 6-scene 2017

70Barn F1-score

9

Feb 26, 2026

62.14F-Score

9

Feb 26, 2026

FAUST (real scans)

Mixing-Denoising Generalizable Occupancy Networks

0.23CD1

9

Feb 26, 2026

0.029Chamfer Distance

9

Feb 26, 2026

SAPIEN unseen synthetic shapes (test)

1.656Score (Laptop)

8

Feb 26, 2026

ABC dataset (test)

2.486Chamfer Distance (CD)

8

Feb 26, 2026

ShapeNet Core v2 (val)

Oracle 2500 pts

0.85CD

8

Feb 26, 2026

Ocrtoc3D (test)

0.241FS@1

7

Feb 26, 2026

0.8LSIV

7

Feb 26, 2026

MegaDepth + Hold-Geoffroy

169LSIV

7

Feb 26, 2026

ScanNet All Categories (test)

Genetic algorithm

0.11Chamfer Distance (m)

6

Feb 26, 2026

ScanNet sofa category (val)

0.12Width (MAD)

6

Feb 26, 2026

24.6Mean Euclidean Distance (mm/100)

6

Feb 26, 2026

UHM12k +expr. (test)

LAMM-Transformer

9.09Mean Euclidean Distance

6

Feb 26, 2026

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