Istiak Ahmed

2 articles on SOTA Papers

Electrical Engineering

Bidirectional Memory Improves Thoracic Contouring and Clinical Workflow

An anatomy-change-aware 2.5D model uses bidirectional slice memory and uncertainty-guided review to cut reader contouring time by 75–80% in a 17-oncologist study.

eess.IV
Sep 16, 20264 min2609.16036
Electrical Engineering

Boundary-Aware Mamba Improves Cervical Radiotherapy Auto-Contouring

Sobel-gated boundaries, multi-directional Mamba context, and skeleton-guided fusion raise junior oncologist IoU from 0.899 to 0.965 and cut contouring time by over 80%.

eess.IV
Jul 28, 20264 min2607.11949