语义分割

语义分割 semantic segmentation

Pascal VOC

CityScapes

Dataset

Pascal VOC 2012:
http://host.robots.ox.ac.uk/pascal/VOC/voc2012/
https://www.dropbox.com/s/oeu149j8qtbs1x0/SegmentationClassAug.zip?dl=0

Paper:
https://arxiv.org/pdf/1706.05587.pdf
Source Code:
https://github.com/NanqingD/DeepLabV3-Tensorflow

基础

Convolution

CNN

Image Source: https://skymind.ai/wiki/convolutional-network

TensorFlow

Graph and Session:
Tensorflow separates definition of computations from their execution

DeepLab

Atrous Convolution

Residual Unit

Network

​ Softmax Loss Function

​ Data Preprocessing
​ Train/Evaluation
​ Finetuning

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