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ResearchFormerly WizWand

Inverse Rendering

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Constructed reflective dataset 1.0 (test)

28.4PSNR

8

Feb 26, 2026

Dup synthetic (test)

21.961Albedo (PSNR)

8

Feb 26, 2026

Interiorverse synthetic indoor scenes

16.1Roughness MSE

7

Mar 31, 2026

InteriorVerse (test)

22.92Albedo PSNR

5

Jul 3, 2026

26.01PSNR (High Freq)

5

Apr 8, 2026

SyntheticScenes video dataset (test)

DiffusionRenderer

26Albedo PSNR

5

Feb 26, 2026

Synthetic Teapot (test)

2.541Normal MAE

5

Feb 26, 2026

Synthetic Bunny (test)

1.727Normal MAE

5

Feb 26, 2026

19.33Albedo (si-PSNR)

4

Jun 16, 2026

Synthetic Data Bedroom, Shelf, Counter scenes (val)

0.006View Reconstruction MSE (Bedroom)

4

Apr 14, 2026

ObjectsWithLighting

24.88PSNR

4

Apr 8, 2026

DigitalTwinCatalogue

29.67PSNR-H

4

Apr 8, 2026

Synthetic Scenes

20.72PSNR

4

Feb 26, 2026

Envlight Synthetic Scene

Locally Orderless Images (Ours)

36.17PSNR

4

Feb 26, 2026

Sort Synthetic Scene

Locally Orderless Images (Ours)

25.23PSNR

4

Feb 26, 2026

Caustics and Lights Synthetic Scene

Locally Orderless Images (Ours)

32.58PSNR

4

Feb 26, 2026

Shadow Mini (Synthetic Scene)

Locally Orderless Images (Ours)

54.73PSNR

4

Feb 26, 2026

Shadow Synthetic Scene

Locally Orderless Images (Ours)

54.33PSNR

4

Feb 26, 2026

Real-world multi-object dataset 1.0 (test)

20.665PSNR

4

Feb 26, 2026

G-buffer Intrinsics

26.93Albedo PSNR

3

Feb 26, 2026