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: 32.3% (δ: 0.1), Runtime: 300.2 s, Num. judgements: 170. View human reflectance judgements.

Image

Reflectance

Shading

WHDR: 23.9% (δ: 0.1), Runtime: 300.0 s, Num. judgements: 80. View human reflectance judgements.

Image

Reflectance

Shading

WHDR: 22.9% (δ: 0.1), Runtime: 299.8 s, Num. judgements: 22. View human reflectance judgements.

Image

Reflectance

Shading

WHDR: 18.0% (δ: 0.1), Runtime: 299.7 s, Num. judgements: 42. View human reflectance judgements.

Image

Reflectance

Shading

WHDR: 34.7% (δ: 0.1), Runtime: 299.6 s, Num. judgements: 146. View human reflectance judgements.

Image

Reflectance

Shading

WHDR: 8.3% (δ: 0.1), Runtime: 299.4 s, Num. judgements: 116. View human reflectance judgements.

Image

Reflectance

Shading

WHDR: 14.3% (δ: 0.1), Runtime: 299.2 s, Num. judgements: 88. View human reflectance judgements.

Image

Reflectance

Shading

WHDR: 22.5% (δ: 0.1), Runtime: 299.0 s, Num. judgements: 47. View human reflectance judgements.