https://github.com/vibhujawa/xray_detection
The repo impliments detection, localization and progression tracking on chest x rays using DL
https://github.com/vibhujawa/xray_detection
chest-xray-images computer-vision deep-learning
Last synced: 4 months ago
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The repo impliments detection, localization and progression tracking on chest x rays using DL
- Host: GitHub
- URL: https://github.com/vibhujawa/xray_detection
- Owner: VibhuJawa
- Created: 2017-12-23T05:42:45.000Z (over 8 years ago)
- Default Branch: master
- Last Pushed: 2018-10-15T15:50:14.000Z (over 7 years ago)
- Last Synced: 2025-07-29T16:18:40.409Z (11 months ago)
- Topics: chest-xray-images, computer-vision, deep-learning
- Language: Jupyter Notebook
- Homepage:
- Size: 14.4 MB
- Stars: 4
- Watchers: 1
- Forks: 2
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Classify and localize Thoracic diseases using Deep Learning
We developed a system for finding and localizing thoracic diseases in X-rays using deep learining and computer vision techniques. Then we attempted to highlight the progression of a disease over the multiple visits of a patient
## Project Report
[Project Report](CV_Final_Report.pdf)
## Data Set Details
This code analyses data set [Data Set Analysis](Data_Analysis_of_Chest_Xray.ipynb)
## Main Model
This is the training model. [Model Training Code](Main_Model.ipynb)
### Model Training Steps:
* Load Data
* Img and CSV data loaders
* Data split
* Preprocess
* Augmentation trials
* Train model
* Display results
* Localization enhancements
## Heat Map Generation
This code generate heat maps. [HeatMapGenerator.py](HeatMapGenerator.py)
## Comparing Heat Maps
This code compares heat maps and normal images. [CompareImages_Consolidated.py](CompareImages_Consolidated.py)