Person_Segmentation
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20 hours ago •
runrunrun1994
runrunrun1994
The inference implementation of the deeplabV3+ person segementation algorithm.
1. 文件目录说明
- Libtorch_PersonSegmentation Libtorch实现代码
- Ncnn_PersonSegmentation ncnn实现代码
- TensorRT_PersonSegmentation TensorRT实现代码
- ncnn andorid:https://github.com/runrunrun1994/ncnn-android-deeplabv3plus
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 |
- 数据分布、及组成待补充
- 速度对比待补充
| Original | Result |
|---|---|
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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
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runrunrun1994
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The inference implementation of the deeplabV3+ person segementation algorithm.