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# sam2-playground | |
Gradio based playground web UI using [facebook/segment-anything-2](https://github.com/facebookresearch/segment-anything-2) models. | |
### Online Demos | |
[![colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/jhj0517/sam2-playground/blob/master/notebooks/sam2_playground.ipynb) | |
[![huggingface](https://img.shields.io/badge/Hugging%20Face-%F0%9F%A4%97%20Spaces-orange?logo=huggingface&labelColor=FFFFE0)](https://huggingface.co/spaces/jhj0517/sam2-playground) | |
## Feature | |
- Add filters to segment parts of a video with pixelated or solid color | |
<table> | |
<tr> | |
<td align="center"><strong>Pixelize the girl's face</strong></td> | |
</tr> | |
<tr> | |
<td> | |
<video controls autoplay loop src="https://github.com/user-attachments/assets/c5758970-dc15-4bc8-a918-8d3e8e44a73a" muted="false"></video> | |
</td> | |
</tr> | |
</table> | |
- Divide segmentation parts into layers and save them as PSD files. | |
<table> | |
<tr> | |
<td align="center"><strong>Divide clothes into layers and save as PSD file</strong></td> | |
</tr> | |
<tr> | |
<td style="text-align: center;"> | |
<img src="https://github.com/jhj0517/sam2-playground/blob/master/docs/example_psd_file.png" alt="Example_PSD"> | |
</td> | |
</tr> | |
</table> | |
See [PROMPT_GUIDE.md](https://github.com/jhj0517/sam2-playground/blob/master/docs/PROMPT_GUIDE.md) to see how to prompt the segmentation parts of the image. | |
# Installation and Running | |
### Prerequisites | |
To run this Web UI, you need these prerequisites. If you don't have them, please install them in the following links : | |
- `git` : https://git-scm.com/downloads | |
- `python=>3.10` : https://www.python.org/downloads/ | |
- `FFmpeg` : https://ffmpeg.org/download.html | |
After installing FFmpeg, **make sure to add the `FFmpeg/bin` folder to your system PATH!** <br> | |
And for CUDA, if you're not using an Nvidia GPU and CUDA 12.4, edit the [requirements.txt](https://github.com/jhj0517/sam2-playground/blob/master/requirements.txt) to match your environment. | |
### Option 1 : Running with Shell / Batch Scripts | |
There's a set of shell / batch scripts for installation and running. | |
1. Download [`sam2-playground-portable.zip`](https://github.com/jhj0517/sam2-playground/releases/tag/v1.0.0) with the file corresponding to your OS and extract its contents. | |
2. Run `install.bat` or `install.sh` to install dependencies. (This will create a `venv` directory and install dependencies there.) | |
3. Start WebUI with `start-webui.bat` or `start-webui.sh` | |
4. To update, run `update.bat` or `update.sh` | |
### Option 2: Docker | |
1. Clone the repository | |
``` | |
git clone https://github.com/jhj0517/sam2-playground.git | |
``` | |
3. Build the image ( Image is about ~6 GB ) | |
``` | |
docker compose build | |
``` | |
3. Run the container | |
``` | |
docker compose up | |
``` | |
4. Connect to `localhost:7860` with your browser. | |
If needed, update [`docker-compose.yaml`](https://github.com/jhj0517/sam2-playground/blob/master/docker-compose.yaml) to match your environments. | |
## Todo 🗓 | |
- [ ] Support `change()` API for `gradio_image_prompter` and automatically generate preview for video predictor | |