Keyword [DeepLabv2] [Dilated Conv] [ASPP] [CRF]
Chen L C, Papandreou G, Kokkinos I, et al. Deeplab: Semantic image segmentation with deep convolutional nets, atrous convolution, and fully connected crfs[J]. IEEE transactions on pattern analysis and machine intelligence, 2017, 40(4): 834-848.
1. Overview
In this paper, it proposes DeepLabv2 for segmentation.
- Dilated Conv (solve challenge: reduced feature resolution).
- Astrous Spatial Pyramid Pooling (solve challenge: multiple scales).
- CRF (sovel challenge: reduced localization accuracy)
1.1. Dilated Conv
1.2. Astrous Spatial Pyramid Pooling (ASPP)
1.3. Details
