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3D Scene Reconstruction research benchmarks – Page 2 · SOTA2 Research

3D Scene Reconstruction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Deep Blending Playroom

2.79Time

9

May 20, 2026

Deep Blending DrJohnson

3.16Time

9

May 20, 2026

0.35LPIPS

9

Mar 12, 2026

ScanNet Matterport3D Pix3D

1.2Runtime (s)

9

Mar 9, 2026

1,942,029F Value

9

Mar 9, 2026

Mip-NeRF360 average across four scenes

29.87PSNR

9

Feb 26, 2026

NeRF Synthetic Lego

35.7PSNR

9

Mar 4, 2026

NeRF Synthetic Hotdog

37.88PSNR

9

Mar 4, 2026

14.3Accuracy

9

Feb 26, 2026

0.399LPIPS

8

Jul 7, 2026

DL3DV 256×256 (test)

29.56PSNR

8

Jun 2, 2026

ACID 256×256 (test)

30.96PSNR

8

Jun 2, 2026

Immersion SSS track v1.0 (test)

3.349Qalign Score

8

Apr 24, 2026

Immersion SSS track v1.0 (eval)

25.92PSNR

8

Apr 24, 2026

45.8IoU

8

Mar 18, 2026

37.7IoU

8

Mar 18, 2026

47.2IoU

8

Mar 18, 2026

0.27LPIPS

8

Mar 12, 2026

Tanks & Temples (test)

23.774PSNR

8

Feb 26, 2026

Deep Blending (test)

29.913PSNR

8

Feb 26, 2026

OVOW-3D-Scene-Bench

15.6Scene IoU (AABB)

7

Jul 1, 2026

TUM2TWIN (building2)

17.42Training Time (min)

7

Mar 9, 2026

TUM2TWIN (building1)

18.35Training Time (min)

7

Mar 9, 2026

NYU 9 unseen scenes v2 (test)

0.042C-l1

7

Feb 26, 2026

75.4Scene Accuracy

7

Feb 26, 2026

Page 2 of 6

Popular datasets

Tanks&Temples NYU ScanNet Replica NeRF Synthetic

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