1 Table of Contents: “... Segmentation -- Fighting Class Imbalance with ContrastiveLearning -- Interpretable gender classification from...”

2 Table of Contents: “... with Residuals of Synthetic Brain CT Scans -- Refined Local-imbalance-based Weight for Airway Segmentation in CT...”

3 Table of Contents: “... -- Deformed2Self: Self-Supervised Denoising for Dynamic Medical Imaging -- Imbalance-Aware Self-Supervised...”

4 Table of Contents: “... Cells Detection from Blood Smears under Severe Class Imbalance via Importance-aware Balanced Group...”

5 Table of Contents: “... -- Alleviating Data Imbalance Issue with Perturbed Input during Inference -- A Deep Reinforced Tree-traversal...”