PiCANet: Learning Pixel-wise Contextual Attention for Saliency Detection

Contexts play an important role in the saliency detection task. However, given a context region, not all contextual information is helpful for the final task... (read more)

PDF Abstract CVPR 2018 PDF CVPR 2018 Abstract
TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
RGB Salient Object Detection DUTS-TE PiCANet MAE 0.050 # 5
F-measure 0.863 # 2
S-Measure 0.842 # 5
mean E-Measure 0.853 # 5
mean F-Measure 0.757 # 5
RGB Salient Object Detection SOC PiCANet S-Measure 0.801 # 6
mean E-Measure 0.810 # 6
Average MAE 0.133 # 7

Methods used in the Paper


METHOD TYPE
Concatenated Skip Connection
Skip Connections
ReLU
Activation Functions
Max Pooling
Pooling Operations
Convolution
Convolutions
U-Net
Semantic Segmentation Models