Chap 15： Convolutional Neural Networks
Chap 27: Segmentation & (Soft)Attention
- Segmentation
- semantic segmentation : 只输出不同的类别class
- instance segmentation: 即使是同一个class, 不同的个体instance, 也独立标出
- (Soft)Attention
- Discrete locations
- Continuous locations (Spatical Transformers)
multi-scale, upsampling, downsampling, deconvolution
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FCN
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Multi-scale
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Refinement : iteratively
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Upsampling
- Deconv = normal conv back-propagation pass, a bad name, sounds like
inverse of conv, in fact, it meansconv transpose, orupconvolution,backward strided convor1/2 strided convolution.
Chap 28: Segmentation & (Soft)Attention
