Metadata-Version: 2.1
Name: NeodroidVision
Version: 0.2.8
Summary: Computer Vision algorithm implementations, intended for use with the Neodroid platform
Home-page: https://github.com/aivclab/Vision
Download-URL: https://github.com/aivclab/Vision/releases
Author: Christian Heider Nielsen
Author-email: christian.heider@alexandra.dk
Maintainer: Christian Heider Nielsen
Maintainer-email: christian.heider@alexandra.dk
License: Apache License, Version 2.0
Keywords: python computer vision neo droid
Platform: UNKNOWN
Classifier: Development Status :: 4 - Beta
Classifier: Environment :: Console
Classifier: Intended Audience :: End Users/Desktop
Classifier: Intended Audience :: Developers
Classifier: License :: OSI Approved :: Apache Software License
Classifier: Operating System :: MacOS :: MacOS X
Classifier: Operating System :: Microsoft :: Windows
Classifier: Operating System :: POSIX
Classifier: Operating System :: OS Independent
Classifier: Programming Language :: Python :: 3
Classifier: Natural Language :: English
Requires-Python: >=3.6
Description-Content-Type: text/markdown
Provides-Extra: extra
Provides-Extra: tests
Provides-Extra: setup
Provides-Extra: dev
Provides-Extra: docs
Provides-Extra: gui
Provides-Extra: samples
Provides-Extra: all
License-File: LICENSE.md

<!--![header](.github/images/header.png)-->

<p align="center">
  <img src=".github/images/header.png" alt='header' />
</p>

<h1 align="center">Vision</h1>

<!--# Vision-->


This repository will host implementations of computer vision algorithms, this repository hosts a general toolbox in
library format under [neodroidvision](neodroidvision), while also comprising a range of sample usages in
[samples](samples), many of them utilising the
[Neodroid](https://github.com/sintefneodroid/) platform.

---

_[Neodroid](https://github.com/sintefneodroid) is developed with support from Research Council of Norway Grant

# 262900. ([https://www.forskningsradet.no/prosjektbanken/#/project/NFR/262900](https://www.forskningsradet.no/prosjektbanken/#/project/NFR/262900))_

---

| [![Build Status](https://travis-ci.org/aivclab/vision.svg?branch=master)](https://travis-ci.org/aivclab/vision)  | [![Coverage Status](https://coveralls.io/repos/github/aivclab/vision/badge.svg?branch=master)](https://coveralls.io/github/aivclab/vision?branch=master)  | [![GitHub Issues](https://img.shields.io/github/issues/aivclab/vision.svg?style=flat)](https://github.com/aivclab/vision/issues)  |  [![GitHub Forks](https://img.shields.io/github/forks/aivclab/vision.svg?style=flat)](https://github.com/aivclab/vision/network) | [![GitHub Stars](https://img.shields.io/github/stars/aivclab/vision.svg?style=flat)](https://github.com/aivclab/vision/stargazers) |[![GitHub License](https://img.shields.io/github/license/aivclab/vision.svg?style=flat)](https://github.com/aivclab/vision/blob/master/LICENSE.md) |
|---|---|---|---|---|---|

<p align="center" width="100%">
  <a href="https://www.python.org/">
    <img alt="python" src=".github/images/python.svg" height="40" align="left">
  </a>
  <a href="http://pytorch.org/" style="float: right;">
    <img alt="pytorch" src=".github/images/pytorch.svg" height="40" align="right" >
  </a>
</p>
<p align="center" width="100%">
  <a href="http://www.numpy.org/">
    <img alt="numpy" src=".github/images/numpy.svg" height="40" align="left">
  </a>
  <a href="https://github.com/tqdm/tqdm" style="float:center;">
    <img alt="tqdm" src=".github/images/tqdm.gif" height="40" align="center">
  </a>
</p>

# Contents Of This Readme

- [Algorithms](#algorithms)
- [Requirements](#requirements)
- [Usage](#usage)
- [Results](#results)
    - [Segmentation](#segmentation)
- [Contributing](#contributing)
- [Other Components](#other-components-of-the-neodroid-platform)

# Computer Vision Algorithms

### Classification
-

### Segmentation

- [UNET](neodroidvision/segmentation/instance_segmentation_model.py) - Segmentation model
- [AUX-UNET](neodroidvision/multitask/fission/skip_hourglass/skip_hourglass_fission.py) - Instance Segmentation model +
  Auxilary ouputs

### Detection

- [SSD](neodroidvision/detection/single_stage/ssd) - Object Detection Model
- [MASK-RCNN](neodroidvision/detection/two_stage/mask_rcnn) - Object Detection Model

### Regression

#### Generative

- [SAGAN](neodroidvision/regression/generative) - Generative model
- [VAE](neodroidvision/regression/vae) - Generative model

# Requirements

- pytorch
- tqdm
- Pillow
- numpy
- matplotlib
- torchvision
- torch
- Neodroid
- pynput

To install these use the command:

````bash
pip3 install -r requirements.txt
````

# Usage

Export python path to the repo root so we can use the utilities module

````bash
export PYTHONPATH=/path-to-repo/
````

For training a agent use:

````bash
python3 procedures/train_agent.py
````

For testing a trained agent use:

````bash
python3 procedures/test_agent.py
````

# Results

## Segmentation

[Code](samples/regression/segmentation/run.py)

### Screenshots

![Segmentation](.github/images/results/ori_mask_seg_recon.png)

# Contributing

See guidelines for contributing [here](CONTRIBUTING.md).

# Citation

For citation you may use the following bibtex entry:

````
@misc{neodroid-vision,
  author = {Heider, Christian},
  title = {Neodroid Vision},
  year = {2019},
  publisher = {GitHub},
  journal = {GitHub repository},
  howpublished = {\url{https://github.com/aivclab/vision}},
}
````

# Authors

* **Christian Heider Nielsen** - [cnheider](https://github.com/cnheider)
* [Other contributors](https://github.com/aivclab/vision/contributors)


