SCNN icon indicating copy to clipboard operation
SCNN copied to clipboard

The lane detection model is the multi-label and multi-task problem?

Open FrancisGee opened this issue 7 years ago • 3 comments

The lane detection model is the multi-label and multi-task problem? And I really want to know what the probmaps means

FrancisGee avatar May 18 '18 03:05 FrancisGee

@FrancisGee The lane detection model has two branches. The problem could be viewed as a multi-task problem. The last convolution layer of the model would output feature maps of 5 channels. When the 5 channels go through a softmax layer, they form the probmaps. Because for each pixel location, the values of the 5 channels indicate the probability that the pixel belongs to the 5 categories (background, lane marking 1-4).

XingangPan avatar May 18 '18 03:05 XingangPan

@XingangPan Hello, I would like to ask which layer of the SCNN network is specifically added in the Figure 5 model. What does the interp*8 in Figure 5 mean? The paper points out that the model includes 20 layers, 16 layers of convolution and 4 layers of SCNN layers. Is this correct? Looking forward to your answers, thanks

OneMondy avatar May 21 '18 01:05 OneMondy

@OneMondy

  1. SCNN is added between fc7 and fc8 in Fig.5.
  2. Interpx8 means enlarge the featuremap by 8 times (along height and width dimensions) with bilinear interpolation.
  3. Yes, it's correct.

XingangPan avatar May 30 '18 11:05 XingangPan