milesial/Pytorch-UNet
PyTorch implementation of the U-Net for image semantic segmentation with high quality images
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Where it stands
Rank, growth pace and release cadence relative to everything GStars tracks.
The project lists 21 contributors on GitHub.
Use Cases & Benefits
- Implements the U-Net architecture in PyTorch for high-quality image semantic segmentation tasks.
- Provides pretrained models and supports mixed precision training for efficient and accurate segmentation.
- Use for segmenting medical images to identify anatomical structures or abnormalities.
- Use for automating object masking in high-resolution automotive images like those in the Carvana dataset.
- Use for developing custom multiclass segmentation models on diverse datasets with easy training and prediction workflows.
Should you depend on it?
License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.
License
GPL 3.0
Copyleft: distributing software that includes it generally requires releasing your source under the same license.
Community files
- README: present
Watch-outs
- GPL-style copyleft: including it in distributed software generally requires releasing your source under the same license.
- Warning: No commits in over a year (last push Aug 2024).
General guidance from repository metadata, not legal advice. How we score
From the README
Customized implementation of the U-Net in PyTorch for Kaggle's Carvana Image Masking Challenge from high definition images.
Daily snapshots
Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots
Forks
2.8K+6
Open issues
126+0
Compared with peers in Deep Learning
Fastest-growing repositories GStars tracks in this cohort for the week of Nov 1, by 7-day star growth
| Repository | Stars | +7d | Health | Last release |
|---|---|---|---|---|
| onnx/onnx | 21.6K | — | 63 | 31 days ago |
| mlc-ai/web-llm | 19.3K | — | 59 | 16 days ago |
| lukas-blecher/LaTeX-OCR | 16.6K | — | 18 | — |
| milesial/Pytorch-UNet | 11.7K | — | 18 | — |
| SharpAI/DeepCamera | 3.1K | — | 31 | 227 days ago |
| vercel-labs/vgpu | 2.6K | — | 59 | 16 days ago |
| Category median | 16.6K | — | 59 | — |
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