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Illumination Estimation research benchmarks · SOTA2 Research

Illumination Estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

in-the-wild Samsung

2.07Mean Angular Error

13

Mar 17, 2026

in-the-wild Pixel

1.89Mean Angular Error (°)

13

Mar 17, 2026

1.14Log RMSE

8

Mar 20, 2026

Synthetic data (test)

1.28logRMSE

7

Mar 20, 2026

StanfordORB (full)

8.09Angular Error

7

Feb 26, 2026

0.95Log RMSE

6

Mar 20, 2026

1.02logRMSE

6

Mar 20, 2026

MIIW Mixed (test)

2.46MAE

2

Feb 26, 2026

MIIW Multi (test)

3.14Mean MAE

2

Feb 26, 2026

MIIW Single (test)

1.07MAE

2

Feb 26, 2026

Popular datasets

MIIW in the wild Synthetic Data Stanford-ORB StanfordORB

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