Saliency Detection on Light Field

Publication

[1] Nianyi Li, Jinwei Ye, Yu Ji, Haibin Ling, Jingyi Yu. Saliency Detection on Light Field. TPAMI 2017. [PDF][Bibtex]

[2] Nianyi Li, Jinwei Ye, Yu Ji, Haibin Ling, Jingyi Yu. Saliency Detection on Light Field. CVPR 2014. [PDF]

Data

We acquire 100 light fields using the Lytro light field camera. For each light field, we provide: (a) Raw light field data, (b) A rough focal stack  (c) An all-focus image deriving from focal stack  (d) The ground truth corresponding to all-focus image.

To get a valid ground-truth, we ask three individuals to manually segment the saliency regions from the all-focus image. The result are deemed ground truth only when all three results are consistent (i.e., they have an overlap of over 90%)

Results

For each example below, we show results by our model and the ground-truth.

Download

LFSD (100 images)

Code & Result