CVDec 11, 2018

Femural Head Autosegmentation for 3D Radiotherapy Planning: Preliminary Results

arXiv:1812.04682v12 citations
Originality Synthesis-oriented
AI Analysis

This is an incremental improvement for radiation oncologists in prostate cancer treatment planning, potentially reducing manual effort.

The paper tackled the time-consuming task of contouring organs at risk in radiotherapy planning by developing a visual software for automated delineation of the femural head, achieving no need for corrections in 67.8% of cases compared to 77.8% for manual delineation.

Contouring of organs at risk is an important but time consuming part of radiotherapy treatment planning. Several authors proposed methods for automatic delineation but the clinical experts eye remains the gold standard method. In this paper, we present a totally visual software for automated delineation of the femural head. The software was successfully characterized in pelvic CT Scan of prostate patients (n=11). The automatic delineation was compared with manual and approved delineation through blind test evaluated by a panel of seniors radiation oncologists (n=9). Clinical experts evaluated that no any contouring correction were need in 77.8% and 67.8% of manual and automatic delineation respectively. Our results show that the software is robust, the automated delineation was reproducible in all patient, and its performance was similar to manually delineation.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

Your Notes