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https://github.com/adhaamehab/semantic-segmentation-demo

A Full stack Semantic Segmentation project using tensorflow, deeplab and dash
https://github.com/adhaamehab/semantic-segmentation-demo

cnn dash deep-learning deeplab flask semantic-segmentation tensorflow

Last synced: 3 months ago
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A Full stack Semantic Segmentation project using tensorflow, deeplab and dash

Host: GitHub
URL: https://github.com/adhaamehab/semantic-segmentation-demo
Owner: adhaamehab
License: other
Created: 2019-05-18T20:56:25.000Z (over 5 years ago)
Default Branch: master
Last Pushed: 2022-12-08T05:08:05.000Z (about 2 years ago)
Last Synced: 2024-10-12T04:50:43.643Z (3 months ago)
Topics: cnn, dash, deep-learning, deeplab, flask, semantic-segmentation, tensorflow
Language: Python
Homepage: http://vision.adhaamehab.me
Size: 1.08 MB
Stars: 4
Watchers: 2
Forks: 1
Open Issues: 7
Metadata Files:
- Readme: README.md
- License: LICENSE

# Scene parsing

End to end semnatic segmantation using deeplab v3 trained on ade20k

## Installation

using Docker

```shell
docker build -t scene-parsing:latest .
```

without Docker

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

## Running

with Docker

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

without docker

```
python api.py
```

## Results

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