项目作者: runrunrun1994
项目描述 :
The inference implementation of the deeplabV3+ person segementation algorithm.
高级语言: C++
项目地址: git://github.com/runrunrun1994/Person_Segmentation.git
1. 文件目录说明
2.实验结果
Backbone |
Pixel Accuracy |
Mean_IoU |
Background IoU |
Person IoU |
Mobilenetv2_1.0 |
0.971 |
0.943 |
0.953 |
0.933 |
Mobilenetv2_0.5 |
0.966 |
0.933 |
0.944 |
0.922 |
Mobilenetv2_0.35 |
0.961 |
0.922 |
0.935 |
0.909 |
Mobilenetv2_0.25 |
0.955 |
0.911 |
0.926 |
0.896 |
Backbone |
Params |
FLOPS |
Mobilenetv2_1.0 |
5.794M |
23.260G |
Mobilenetv2_0.5 |
3.282M |
20.597G |
Mobilenetv2_0.35 |
2.697M |
19.993G |
Mobilenetv2_0.25 |
2.344M |
19.632G |
3.引用
[1] Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation
[2] Inverted Residuals and Linear Bottlenecks: Mobile Networks for Classification, Detection and Segmentation
[3] https://github.com/Tencent/ncnn
[4] https://github.com/pytorch/pytorch
[5] https://github.com/NVIDIA/TensorRT
其他引用待补充