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mobile_phone_human_matting

This project provides training and testing codes to build real_time human mattig on mobile phone only based CPU. Anather repo (Fast_Portrait_Segmentation) show more details about whence the project.

requirements

  • python3.5 / 3.6
  • pytorch 0.4/0.4.1
  • opencv-python

Usage

train

you need to prepare dataset and run ./train.sh.

test

use pre_trained model ./pre_train/erd_seg_matting.

test camera, you need a camera, run ./camera.sh. test image, run ./test.sh.

Speed Analysis

Platform : ncnn.

(use this tools convert the pytorch model to ncnn.)

Mobile phone: Samsung Galaxy S8+(cpu).

model size (M) time(ms)
erd_seg_matting 3.4 ~40

Demo video on my iphone 6 (baiduyun)

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human matting on mobile phone

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  • Python 95.5%
  • Shell 4.5%