Updated "CBAM_ResNet50_Cervical_Classification" and made it deployment ready#14
Open
HeetDobariya07 wants to merge 17 commits intoMeet2304:mainfrom
Open
Updated "CBAM_ResNet50_Cervical_Classification" and made it deployment ready#14HeetDobariya07 wants to merge 17 commits intoMeet2304:mainfrom
HeetDobariya07 wants to merge 17 commits intoMeet2304:mainfrom
Conversation
Contributor
|
@HeetDobariya07 is attempting to deploy a commit to the Meet's projects Team on Vercel. A member of the Team first needs to authorize it. |
There was a problem hiding this comment.
Pull request overview
This PR makes a CBAM-ResNet50 cervical cancer cell classification system deployment-ready by adding deployment configuration files, updating dependencies, improving documentation, and adding sample images with the trained model.
Key Changes:
- Added Streamlit Cloud deployment configuration files
- Modernized requirements.txt with flexible version constraints
- Added comprehensive README with deployment instructions
- Added Git LFS support for large model file
- Added sample images for testing
Reviewed changes
Copilot reviewed 9 out of 28 changed files in this pull request and generated 2 comments.
Show a summary per file
| File | Description |
|---|---|
| requirements.txt | Updated dependencies with relaxed version constraints and added missing packages |
| packages.txt | New file with system-level dependencies for deployment |
| README.md | Complete rewrite with deployment focus and quick start guide |
| .streamlit/config.toml | New Streamlit configuration for deployment |
| .gitignore | Added patterns for temporary files and outputs |
| .gitattributes | Added Git LFS configuration for model file |
| .devcontainer/devcontainer.json | Added GitHub Codespaces configuration |
| sample images | Added binary image files for testing |
| best_model.pth | Added trained model with Git LFS |
💡 Add Copilot custom instructions for smarter, more guided reviews. Learn how to get started.
Comment on lines
+684
to
+687
| # with col2: | ||
| # st.markdown("#### 🌡️ Activation Heatmap") | ||
| # st.image(heatmap, use_container_width=True) | ||
| # st.caption("Red = High activation, Blue = Low activation") |
There was a problem hiding this comment.
This comment appears to contain commented-out code.
Suggested change
| # with col2: | |
| # st.markdown("#### 🌡️ Activation Heatmap") | |
| # st.image(heatmap, use_container_width=True) | |
| # st.caption("Red = High activation, Blue = Low activation") |
|
|
||
| class_names = checkpoint['class_names'] | ||
| num_classes = len(class_names) | ||
| class_names = ['Dyskeratotic', 'Koilocytotic', 'Metaplastic', 'Parabasal', 'Superficial-Intermediate'] |
There was a problem hiding this comment.
Variable class_names is not used.
Suggested change
| class_names = ['Dyskeratotic', 'Koilocytotic', 'Metaplastic', 'Parabasal', 'Superficial-Intermediate'] |
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
1 participant
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
No description provided.