DUTS is a saliency detection dataset containing 10,553 training images and 5,019 test images.

The training images are from ImageNet DET training/validation sets, and the test images are from ImageNet DET test sets and SUN dataset. Both the training and test sets contain scenes that are extremely challenging for saliency detection. Accurate pixel-level ground truth is manually annotated by 50 test subjects.