UppuluriKalyani / ML-Nexus

ML Nexus is an open-source collection of machine learning projects, covering topics like neural networks, computer vision, and NLP. Whether you're a beginner or expert, contribute, collaborate, and grow together in the world of AI. Join us to shape the future of machine learning!
https://ml-nexus.vercel.app/
MIT License
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Feature request: Add a semantic segmentation python mini project in Computer Vision #507

Open mahipalimkar opened 1 month ago

mahipalimkar commented 1 month ago

I propose adding a Semantic Segmentation Module utilizing the U-Net architecture. This feature will enable pixel-wise segmentation, enhancing our repository's capabilities for applications in various domains like fashion and medical imaging.

Key Components:

U-Net Implementation: Integrate the U-Net architecture for efficient segmentation. Data Handling: Leverage the existing VITON dataset class for seamless image and mask loading. Training Pipeline: Utilize the train_fn function for model training, incorporating mixed precision and loss logging. Evaluation Metrics: Include functions like check_accuracy for model performance monitoring. Benefits:

Expands the functionality for users interested in semantic segmentation. Provides a quick setup for training and evaluation on custom datasets.

github-actions[bot] commented 1 month ago

Thanks for creating the issue in ML-Nexus!πŸŽ‰ Before you start working on your PR, please make sure to:

mahipalimkar commented 1 month ago

@UppuluriKalyani can I make a pr?

UppuluriKalyani commented 1 month ago

@UppuluriKalyani can I make a pr?

Yes you can

github-actions[bot] commented 2 weeks ago

Hey @mahipalimkar, can you share the progress of this project?