Machine learning toolkit designed to support data scientists in breast cancer detection, classification and analysis.
Install the package with:
pip install breast-cancer-toolkitparallel bct convert {} {.}.tiff ::: **/*.dcm| Model | Training data | Resolution | # of samples seen | IoU | Accuracy |
|---|---|---|---|---|---|
| Source | Argument | Type | Notes |
|---|---|---|---|
| image | 'image.jpg' | str or Path | Single image file. Format supported: jgp, png, dcm, tiff |
| URL | 'https://ultralytics.com/images/bus.jpg' | str | URL to an image. |
| screenshot | 'screen' | str | Capture a screenshot. |
| PIL | Image.open('im.jpg') | PIL.Image | HWC format with RGB channels. |
| OpenCV | cv2.imread('im.jpg') | np.ndarray | HWC format with BGR channels uint8 (0-255). |
| numpy | np.zeros((640,1280,3)) | np.ndarray | HWC format with BGR channels uint8 (0-255). |
| torch | torch.zeros(16,3,320,640) | torch.Tensor | BCHW format with RGB channels float32 (0.0-1.0). |
| CSV, json, xlsx | 'sources.csv' | str or Path | CSV file containing paths to images, videos, or directories. |
| video | 'video.mp4' | str or Path | Video file in formats like MP4, AVI, etc. |
| directory | 'path/' | str or Path | Path to a directory containing images or videos. |
| glob | 'path/*.jpg' | str | Glob pattern to match multiple files. Use the * character as a wildcard. |
| YouTube | 'https://youtu.be/LNwODJXcvt4' | str | URL to a YouTube video. |
| stream | 'rtsp://example.com/media.mp4' | str | URL for streaming protocols such as RTSP, RTMP, TCP, or an IP address. |
| multi-stream | 'list.streams' | str or Path | *.streams text file with one stream URL per row, i.e. 8 streams will run at batch-size 8. |
This project has been set up using PyScaffold 4.5 and the dsproject extension 0.0.post1.dev166+g2aaddf7.d20240514.