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Hybrid Mask2Former - Coggle Diagram
Hybrid Mask2Former
Current Code
Dataset Preparation
Image Collection
Mask Annotations
Train/Val/Test Split
Preprocessing
Image Resizing
Normalization
Data Loading
Hybrid Backbone
Swin Transformer
ResNet50
Feature Extraction
Feature Fusion
Multi-Scale Feature Fusion
Segmentation
Mask2Former Decoder
Instance Segmentation
Classification
Disease Classification Head
Class Prediction
Training
Loss Computation
Optimization
Model Learning
Evaluation
Segmentation Metrics
Classification Metrics
Prediction Visualization
Suggested Improvements(to be disscussed)
Swin vs ResNet Ablation Study
Attention-Based Feature Fusion
Dice + Focal Loss
Hyperparameter Tuning
Cross Validation
Statistical Performance Analysis
Deployment & Inference Testing
Evaluations
Evaluation Improvements
Confusion Matrix
ROC Curve & AUC
Precision-Recall Curve
Training vs Validation Loss
Training vs Validation Accuracy
IoU & Dice Score Analysis
Segmentation Prediction Visualizations