Semantic Segmentation for Comprehensive Tissue Analysis

Focus: Facilitates the monitoring of treatment progress by providing granular insights into how different skin areas respond to specific therapies Technique: Semantic segmentation splits entire dermatological images into pixels categorized by tissue type or condition severity, aiding in detailed analysis and measurement of treatment efficacy.

Keypoint Annotation for Morphological Assessment

Focus: Used for evaluating structural features of skin conditions, particularly in identifying characteristic markers of diseases like basal cell carcinoma. Helps in the early detection and staging of skin cancers, enabling timely and targeted interventions. Technique: Keypoints are placed on critical features within a dermatological image, aiding in the structural analysis of skin anomalies.