Real single-material miniature cars

Below you will find results for the subset single-material cars of our real test set (Table 1, Column: Real Cars (Single) in the paper). On the left part of this webpage you can briefly browse the results showing from left to right the initial images, our predicted illumination and the ground truth illumination (similar format as Figure 8 in the paper). You can scroll down to see all the different examples. If you click one of the examples then on the right part of the webpage the detailed results for this particular example appear, showing images, inputs (reflectance maps and background), baselines, the different variants of our method, and the reference illumination (similar format as Figure 5 in the paper). Note that, in this particular case (i.e. multiple single-material objects under the same illumination) where multiple background images exist, one for each singlet, only the Background 1, presented on the right part, is fed to the Triplet + Background CNN.

Images Our predicted illumination Ground-thuth illumination Detailed result
Our predicted illumination Ground-thuth illumination
Image 1 Image 2 Image 3
Reflectance
Map 1
Background 1 Reflectance
Map 2
Background 2 Reflectance
Map 3
Background 3
Singlet 1 Singlet 1 +
Background
Singlet 2 Singlet 2 +
Background
Singlet 3 Singlet 3 +
Background
Best-of-
Singlets
Nearest
Neighbor
Mask-aware
Mean
Triplet Triplet +
Background
Ground Truth