Classification-of-Gastrointestinal-Diseases-of-Stomach
Classification-of-Gastrointestinal-Diseases-of-Stomach-from-WCE-using-the-improved-Saliency-based-me
Classification of Gastrointestinal Diseases of Stomach from WCE using the improved Saliency-based method and Color Features
Proposed Methodology
Segmentation
Active Contour-based segmentation
Algorithm 1: Initialize the Mask (φ^0)
Step 1: Set the initial Mask to zero
Step 2: MinPixelRange ← 50, MaxPixelRange ← 210
Step 3: rows ← MinPixelRange, cols ← MinPixelRange
Step 4: For rows to MaxPixelRange
if (rows == MinPixelRange)
MaxPixelValue ← Selected Channel (rows, cols)
End if
For cols to MaxPixelRange
if (Selected Channel (rows, cols) ≥ MaxPixelValue)
MaxPixelValue ← Selected Channel (rows, cols)
R ← rows
C ← cols
End if
End inner For
End outer For
Step 5: Create MaskValue1 ← ((R+C))/2, and MaskValue2 ← MaskValue1/2
Step 6: Get final Mask ((MaskValue2, MaskValue1), (MaskValue2, MaskValue1))
Improved Saliency-based segmentation
Figure 4: Improved saliency-based segmentation effects.
Figure 5: Proposed fusion effects using MAP approach.
Feature Extraction
Figure 6: Flow diagram of Features extraction and reduction.
Results
Results Comparison & Analysis
Citation pour cette source
Muhammad Rashid (2024). Classification-of-Gastrointestinal-Diseases-of-Stomach (https://github.com/rashidrao-pk/Classification-of-Gastrointestinal-Diseases-of-Stomach-from-WCE-using-the-improved-Saliency-based-me), GitHub. Récupéré le .
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Version | Publié le | Notes de version | |
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1.0.0 |
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