An Enhanced Segmentation Method of Dermatological Images Based on DeepLabV3+ with Dual Attention Mechanism

被引：0
|
作者：
Zhong, Fan [1 ]
He, Kaiqiao [2 ]
Ji, Mengqi [1 ]
Li, Shuli [2 ]
Zhang, Junpeng [1 ]
Li, Chunying [2 ]
机构：
[1] College of Electrical Engineering, Sichuan University, Chengdu, China
[2] Xijing Hospital, Fourth Military Medical University, Department of Dermatology, Xi'an, China
来源：
ICNC-FSKD 2024 - 20th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery | 2024年
基金：
中国国家自然科学基金;
关键词：
Attention mechanisms - Deep learning - Deeplabv3+ - Dermatological images - Image-based - Images segmentations - Jaccard index - Segmentation methods - Skin lesion images - Spatial pyramids;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
15
引用
收藏
相关论文
共 50 条
  • [31] MCA-Deeplabv3+: a cupping spot image segmentation network based on improved Deeplabv3+
    Ma, Lu-Yao
    Qin, Jian-Hua
    Liu, Ying-Bin
    Zeng, Gui-Fen
    Xu, Bao-Ling
    Huang, Ting-Ting
    SIGNAL IMAGE AND VIDEO PROCESSING, 2025, 19 (01)
  • [32] Segmentation of Brain Tumors Using DeepLabv3+
    Choudhury, Ahana Roy
    Vanguri, Rami
    Jambawalikar, Sachin R.
    Kumar, Piyush
    BRAINLESION: GLIOMA, MULTIPLE SCLEROSIS, STROKE AND TRAUMATIC BRAIN INJURIES, BRAINLES 2018, PT II, 2019, 11384 : 154 - 167
  • [33] A lightweight semantic segmentation method for concrete bridge surface diseases based on improved DeeplabV3+
    Yu, Zhiyuan
    Dai, Chunquan
    Zeng, Xiaoming
    Lv, Yunlong
    Li, Haisheng
    SCIENTIFIC REPORTS, 2025, 15 (01):
  • [34] An improved semantic segmentation algorithm for high-resolution remote sensing images based on DeepLabv3+
    Wang, Yan
    Yang, Ling
    Liu, Xinzhan
    Yan, Pengfei
    SCIENTIFIC REPORTS, 2024, 14 (01):
  • [35] Semantic Segmentation of Road Traffic Sign Based on Improved Deeplabv3+
    Ding Ailing
    Wu Jianfeng
    Song Shangzhen
    He, Huang
    2024 9TH INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATION SYSTEMS, ICCCS 2024, 2024, : 149 - 154
  • [36] Smoke region segmentation recognition algorithm based on improved Deeplabv3+
    Liu Z.
    Xie C.
    Li J.
    Sang Y.
    Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2021, 43 (02): : 328 - 335
  • [37] Lightweight colon polyp segmentation algorithm based on improved DeepLabV3+
    Xiang, Shiyu
    Wei, Lisheng
    Hu, Kaifeng
    JOURNAL OF CANCER, 2024, 15 (01): : 41 - 53
  • [38] Improved Lightweight Semantic Segmentation Algorithm Based on DeepLabv3+ Network
    Yao Yan
    Hu Likun
    Guo Jun
    LASER & OPTOELECTRONICS PROGRESS, 2022, 59 (04)
  • [39] Research on Lightweight Road Semantic Segmentation Algorithm Based on DeepLabv3+
    Song, Jian
    Jia, Yinshan
    ARTIFICIAL INTELLIGENCE AND ROBOTICS, ISAIR 2023, 2024, 1998 : 492 - 500
  • [40] Graphite Particle Segmentation Method for Spheroidal Graphite Cast Iron Based on Improved DeepLabv3+
    Lin, Chen
    Chen, Chang
    Wang, Wanqiang
    Pei, Xin
    Hu, Wenjing
    Su, Shaohui
    INTERNATIONAL JOURNAL OF METALCASTING, 2024, 18 (03) : 2092 - 2106
12345