Deep-CNN-and-geometric-features-based-gastrointestinal-tract

Deep CNN and geometric features-based gastrointestinal tract diseases detection and classification from wireless capsule endoscopy images
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Updated 11 Jun 2022

Deep-CNN-and-geometric-features-based-gastrointestinal-tract-diseases-detection-and-classification-f

Deep CNN and geometric features-based gastrointestinal tract diseases detection and classification from wireless capsule endoscopy images Muhammad Sharif, Muhammad Attique Khan, Muhammad Rashid, Mussarat Yasmin, Farhat Afza, Urcun John Tanik (Journal of Experimental & Theoretical Artificial Intelligence: IF 2.11 | 02-02-2019)

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Figure 1: Sample collected WCE images

Proposed Model

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Proposed Model

Contrast Elongating

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Sample Image

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Contrast Elongated Images

Lesion Detection

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Figure 5: Proposed probability based color features clustering effects

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Figure 6: Results after morphological operations

Deep CNN Features Extraction

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Figure 7: Utilized architecture of VGG16 for deep CNN features extraction

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Figure 8: Employed architecture of VGG19 for features extraction

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Figure 9: Proposed features fusion and selection approach

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Results and Discussion

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Cite As

Muhammad Rashid (2024). Deep-CNN-and-geometric-features-based-gastrointestinal-tract (https://github.com/rashidrao-pk/Deep-CNN-and-geometric-features-based-gastrointestinal-tract-diseases-detection-and-classification-f), GitHub. Retrieved .

MATLAB Release Compatibility
Created with R2020a
Compatible with any release
Platform Compatibility
Windows macOS Linux

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Version Published Release Notes
1.0.0

To view or report issues in this GitHub add-on, visit the GitHub Repository.
To view or report issues in this GitHub add-on, visit the GitHub Repository.