LiteSeg is a lightweight architecture for semantic segmentation that uses a deeper version of Atrous Spatial Pyramid Pooling module (ASPP) and applies short and long residual connections, and depthwise separable convolution, resulting in a faster, more efficient model.
Source: LiteSeg: A Novel Lightweight ConvNet for Semantic SegmentationPaper | Code | Results | Date | Stars |
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Task | Papers | Share |
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Computational Efficiency | 1 | 25.00% |
Image Segmentation | 1 | 25.00% |
Real-Time Semantic Segmentation | 1 | 25.00% |
Semantic Segmentation | 1 | 25.00% |
Component | Type |
|
---|---|---|
1x1 Convolution
|
Convolutions | |
Convolution
|
Convolutions | |
DASPP
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Semantic Segmentation Modules |