Input Image & Labels (Y_n)

VGG16 Backbone (Feature Extraction)

Classification Branch (CSNs)

Multi-Task Optimization (Prototype-Guided Loss)

Segmentation Branch

Final Segmentation Mask

Coarse Masks

Cls Loss

Guidance Signal

Optimized Parameters

Seg Loss

Features

Features

Final Prediction