BSc-DARTS: Neural Architecture Search for Automatic Diagnosis of Bone Metastases in Bone Scintigrams

The proposed neural architecture search method effectively detects bone metastasis in bone scintigrams and outperforms existing state-of-the-art approaches. The newly developed candidate operations and supernet optimizations successfully address the limited representational capacity of standard convolutions in the original DARTS operations, leading to substantial improvements in classification performance.

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Publication Details

Journal
Current Medical Imaging Formerly Current Medical Imaging Reviews
Published
2026-02-02
DOI
https://doi.org/10.2174/0115734056412398251201105549
Primary Topic
Medical Imaging and Analysis
Type
article
Field-Weighted Citation Impact
0.00
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article

BSc-DARTS: Neural Architecture Search for Automatic Diagnosis of Bone Metastases in Bone Scintigrams

Zhengxing Man, Lisen Peng, Caihong Liu, Zhengqi Cai et al.
Current Medical Imaging Formerly Current Medical Imaging Reviews
Medical Imaging and Analysis
article

BSc-DARTS: Neural Architecture Search for Automatic Diagnosis of Bone Metastases in Bone Scintigrams

Zhengxing Man, Lisen Peng, Caihong Liu, Zhengqi Cai, Xianwu Zeng, Xiaodi Huang, Yongchun Cao, Qiang Lin
article en

Abstract

The proposed neural architecture search method effectively detects bone metastasis in bone scintigrams and outperforms existing state-of-the-art approaches. The newly developed candidate operations and supernet optimizations successfully address the limited representational capacity of standard convolutions in the original DARTS operations, leading to substantial improvements in classification performance.

Current Medical Imaging Formerly Current Medical Imaging ReviewsVol. 22
Minzu University of China (CN), Charles Sturt University (AU), Gansu Provincial Cancer Hospital Gansu Provincial Academic Instiute for Medical Research (CN)
Reduced inequalities
Openalex Percentile: Top 55%
Medical Imaging and Analysis
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