imgtools-cli


Nameimgtools-cli JSON
Version 1.0.8 PyPI version JSON
download
home_pagehttps://github.com/3ee-Games/image-tools
Summarya command line interface for preparing image models
upload_time2023-01-04 21:10:53
maintainer
docs_urlNone
author3ee Games
requires_python
license
keywords image-downloader image-scraper heic hypernetwork heic-to-png stable-diffusion textual-inversion dreambooth image-chunks image-chunker
VCS
bugtrack_url
requirements No requirements were recorded.
Travis-CI No Travis.
coveralls test coverage No coveralls.
            # Image Tools CLI 🖼️
    
[![PyPI version](https://badge.fury.io/py/imgtools-cli.svg)](https://badge.fury.io/py/imgtools-cli)
[![Downloads](https://pepy.tech/badge/imgtools-cli)](https://pepy.tech/project/imgtools-cli)
[![Downloads](https://pepy.tech/badge/imgtools-cli/month)](https://pepy.tech/project/imgtools-cli)
[![Downloads](https://pepy.tech/badge/imgtools-cli/week)](https://pepy.tech/project/imgtools-cli)

Command line interface for pre-processing images for model training.

## Features

- Download all images from a url

- Convert images to PNG

- Resize and crop images

- Chunk large images into smaller squares

- Remove images with more than one person


## Installation

create a virtual environment and imgtools-cli through pip:

```bash

python3 -m venv venv

source venv/bin/activate

pip install imgtools-cli
```

## Usage

### ℹ️ Help

```bash
python -m imgtools_cli -h
```

### ⏬ Download all images from a website

```-D {url}, {output directory}```

```bash
python -m imgtools_cli -D https://www.gutenberg.org/cache/epub/67098/pg67098-images.html /Users/ootie/images
```

### ✨ Convert images to PNG files

```-I {input directory}```

```bash
python -m imgtools_cli -I /Users/ootie/image_files
```

### ✂️ Resize / Crop images

```-r {input directory}, {width}, {height}, {crop_focal_point}, {dnn_model_path}```

Using crop focal point:

```bash
python -m imgtools_cli -r /Users/ootie/images 512 512 True None
```

Passing in a haar xml to focal crop faces:

```bash
python -m imgtools_cli -r /Users/ootie/images 512 512 True /Users/ootie/models/haarcascade_frontalface_default.xml
```

### ➗ Chunk large images into squares

Easily take large images and split them into smaller squares for training.

_Example:_ You may want to train on this image but need to split it into smaller squares for training.
![Chunk Images](https://github.com/3ee-Games/image-tools/blob/main/examples/long.jpg) 

Put it through the chunker and you get this:

| chunk 1                                                                                              | chunk 2                                                                                                | chunk 3                                                                                                 |   |   |
|------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------|---|---|
| ![ Chunked Image Example ]( https://github.com/3ee-Games/image-tools/blob/main/examples/long_0_0.png ) | ![ Chunked Image Example ]( https://github.com/3ee-Games/image-tools/blob/main/examples/long_0_512.png ) | ![ Chunked Image Example ]( https://github.com/3ee-Games/image-tools/blob/main/examples/long_0_1024.png ) |   |   |



```-C {dimensions}, {input_directory}, {output_directory}```

```bash
python -m imgtools_cli -C 512 /Users/ootie/input /Users/ootie/output
```

### 🫂 Hassan People Remover

Uses face detection to remove images with more than one person. Helpful for cleaning source images to be used for Stable Diffusion training.

_Example:_ If your input images have more than one person, the image will be deleted:

![ Face Detection]( https://github.com/3ee-Games/image-tools/blob/main/examples/faces1.jpg )

Sample images to test with: https://github.com/hassan-sd/people-remover/tree/main/images

```-R {input_directory}, {path_to_cascade_xml}```

```bash
python -m imgtools_cli -R /Users/ootie/image-tools/images/ /Users/ootie/image-tools/examples/haarcascade_frontalface_default.xml
```

Ported from: https://github.com/hassan-sd/people-remover

            

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    "description": "# Image Tools CLI \ud83d\uddbc\ufe0f\n    \n[![PyPI version](https://badge.fury.io/py/imgtools-cli.svg)](https://badge.fury.io/py/imgtools-cli)\n[![Downloads](https://pepy.tech/badge/imgtools-cli)](https://pepy.tech/project/imgtools-cli)\n[![Downloads](https://pepy.tech/badge/imgtools-cli/month)](https://pepy.tech/project/imgtools-cli)\n[![Downloads](https://pepy.tech/badge/imgtools-cli/week)](https://pepy.tech/project/imgtools-cli)\n\nCommand line interface for pre-processing images for model training.\n\n## Features\n\n- Download all images from a url\n\n- Convert images to PNG\n\n- Resize and crop images\n\n- Chunk large images into smaller squares\n\n- Remove images with more than one person\n\n\n## Installation\n\ncreate a virtual environment and imgtools-cli through pip:\n\n```bash\n\npython3 -m venv venv\n\nsource venv/bin/activate\n\npip install imgtools-cli\n```\n\n## Usage\n\n### \u2139\ufe0f Help\n\n```bash\npython -m imgtools_cli -h\n```\n\n### \u23ec Download all images from a website\n\n```-D {url}, {output directory}```\n\n```bash\npython -m imgtools_cli -D https://www.gutenberg.org/cache/epub/67098/pg67098-images.html /Users/ootie/images\n```\n\n### \u2728 Convert images to PNG files\n\n```-I {input directory}```\n\n```bash\npython -m imgtools_cli -I /Users/ootie/image_files\n```\n\n### \u2702\ufe0f Resize / Crop images\n\n```-r {input directory}, {width}, {height}, {crop_focal_point}, {dnn_model_path}```\n\nUsing crop focal point:\n\n```bash\npython -m imgtools_cli -r /Users/ootie/images 512 512 True None\n```\n\nPassing in a haar xml to focal crop faces:\n\n```bash\npython -m imgtools_cli -r /Users/ootie/images 512 512 True /Users/ootie/models/haarcascade_frontalface_default.xml\n```\n\n### \u2797 Chunk large images into squares\n\nEasily take large images and split them into smaller squares for training.\n\n_Example:_ You may want to train on this image but need to split it into smaller squares for training.\n![Chunk Images](https://github.com/3ee-Games/image-tools/blob/main/examples/long.jpg) \n\nPut it through the chunker and you get this:\n\n| chunk 1                                                                                              | chunk 2                                                                                                | chunk 3                                                                                                 |   |   |\n|------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------|---|---|\n| ![ Chunked Image Example ]( https://github.com/3ee-Games/image-tools/blob/main/examples/long_0_0.png ) | ![ Chunked Image Example ]( https://github.com/3ee-Games/image-tools/blob/main/examples/long_0_512.png ) | ![ Chunked Image Example ]( https://github.com/3ee-Games/image-tools/blob/main/examples/long_0_1024.png ) |   |   |\n\n\n\n```-C {dimensions}, {input_directory}, {output_directory}```\n\n```bash\npython -m imgtools_cli -C 512 /Users/ootie/input /Users/ootie/output\n```\n\n### \ud83e\udec2 Hassan People Remover\n\nUses face detection to remove images with more than one person. Helpful for cleaning source images to be used for Stable Diffusion training.\n\n_Example:_ If your input images have more than one person, the image will be deleted:\n\n![ Face Detection]( https://github.com/3ee-Games/image-tools/blob/main/examples/faces1.jpg )\n\nSample images to test with: https://github.com/hassan-sd/people-remover/tree/main/images\n\n```-R {input_directory}, {path_to_cascade_xml}```\n\n```bash\npython -m imgtools_cli -R /Users/ootie/image-tools/images/ /Users/ootie/image-tools/examples/haarcascade_frontalface_default.xml\n```\n\nPorted from: https://github.com/hassan-sd/people-remover\n",
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