Intrinsic Image Decompositions

This page lists the decompositions for all 5230 photos, using this algorithm:

Sean Bell, Kavita Bala, Noah Snavely. "Intrinsic Images in the Wild". ACM Transactions on Graphics (SIGGRAPH 2014). http://intrinsic.cs.cornell.edu.

and these parameters:

abs reflectance weight: 0
abs shading gray point: 0.5
abs shading weight: 500.0
chromaticity weight: 0
kmeans intensity scale: 0.5
kmeans n clusters: 20
n iters: 25
pairwise intensity chromaticity: True
pairwise weight: 10⁴
shading blur init method: none
shading blur sigma: 0.1
shading target norm: L2
shading target weight: 20000.0
split clusters: True
theta c: 0.025
theta l: 0.1
theta p: 0.1

View all algorithms.

Image

Reflectance

Shading

WHDR: 9.5% (δ: 0.1), Runtime: 160.5 s, Num. judgements: 67. View human reflectance judgements.

Image

Reflectance

Shading

WHDR: 12.4% (δ: 0.1), Runtime: 187.3 s, Num. judgements: 67. View human reflectance judgements.

Image

Reflectance

Shading

WHDR: 13.5% (δ: 0.1), Runtime: 228.1 s, Num. judgements: 67. View human reflectance judgements.

Image

Reflectance

Shading

WHDR: 16.5% (δ: 0.1), Runtime: 223.0 s, Num. judgements: 67. View human reflectance judgements.

Image

Reflectance

Shading

WHDR: 18.3% (δ: 0.1), Runtime: 157.6 s, Num. judgements: 67. View human reflectance judgements.

Image

Reflectance

Shading

WHDR: 19.0% (δ: 0.1), Runtime: 158.5 s, Num. judgements: 67. View human reflectance judgements.

Image

Reflectance

Shading

WHDR: 19.3% (δ: 0.1), Runtime: 148.9 s, Num. judgements: 67. View human reflectance judgements.

Image

Reflectance

Shading

WHDR: 21.2% (δ: 0.1), Runtime: 438.9 s, Num. judgements: 67. View human reflectance judgements.