机构:[1]Tsinghua Univ, Shenzhen Int Grad Sch, Shenzhen, Peoples R China[2]Capital Med Univ, Beijing Tongren Hosp, Beijing, Peoples R China首都医科大学附属北京同仁医院首都医科大学附属同仁医院
Pathologic myopia is one of the common eye diseases, which is becoming more severe with the increase of myopia prevailing around the world. The diagnosis of pathologic myopia and its co-existing myopic maculopathy is crucial but usually not timely enough due to the lack of experienced ophthalmologists. Therefore, we propose a new dual-branch architecture to detect pathologic myopia and classify myopic maculopathy named DBA-PMC. This architecture can be applied with any feature extraction backbone and can give pathologic myopia prediction and maculopathy classification at the same time. Because pathologic myopia and myopic maculopathy labels are corelative, two branches of the DBA-PMC can mutually promote the performance of each other through comprehension of this correlation. With extensive experiments, the DBA-PMC surpasses baseline methods with Acc 99.12% for pathologic myopia prediction and mAP 86.095% for maculopathy classification. This work can help screen and diagnose pathologic myopia and alleviate the work of ophthalmologists.
基金:
Science and Technology Innovation Committee of Shenzhen-Platform and Carrier (International Science and Technology Information Center) &
Shenzhen Bay Lab under KCXFZ20211020163813019 and
by the National Natural Science Foundation of China under
82220108017
语种:
外文
WOS:
第一作者:
第一作者机构:[1]Tsinghua Univ, Shenzhen Int Grad Sch, Shenzhen, Peoples R China
共同第一作者:
推荐引用方式(GB/T 7714):
Chen Chucheng,Gong Zheng,Deng Zhuo,et al.DBA-PMC: A MUTUALLY ENHANCING DUAL-BRANCH ARCHITECTURE FOR PATHOLOGIC MYOPIA AND MYOPIC MACULOPATHY CLASSIFICATION[J].IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING, ISBI 2024.2024,doi:10.1109/ISBI56570.2024.10635868.
APA:
Chen, Chucheng,Gong, Zheng,Deng, Zhuo,Gao, Weihao,Li, Fang...&Wei, Wenbin.(2024).DBA-PMC: A MUTUALLY ENHANCING DUAL-BRANCH ARCHITECTURE FOR PATHOLOGIC MYOPIA AND MYOPIC MACULOPATHY CLASSIFICATION.IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING, ISBI 2024,,
MLA:
Chen, Chucheng,et al."DBA-PMC: A MUTUALLY ENHANCING DUAL-BRANCH ARCHITECTURE FOR PATHOLOGIC MYOPIA AND MYOPIC MACULOPATHY CLASSIFICATION".IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING, ISBI 2024 .(2024)