austingg / semantic-segmentation-demo

A Full stack Semantic Segmentation project using tensorflow, deeplab and dash

Scene parsing

End to end semnatic segmantation using deeplab v3 trained on ade20k

Installation

using Docker

docker build -t scene-parsing:latest .

without Docker

virtualenv env
source env/bin/activate
pip install -r requirements.txt

Running

with Docker

docker run -d -p 3030:3030 scene-parsing

without docker

python api.py

Results

mIOU: 45.65% (val)
Pixel-wise Accuracy: 82.52% (val)
File Size: 460 mb
image size: 512 * 512