Automatic Liver Lesion Extraction from CT Images Based on Distance Regularized Level Set Evolution and Region Growing

被引:2
|
作者
Gao, Fenglian [1 ]
Huang, Lianfen [1 ]
Wang, Jiakun [1 ]
Shuai, Haitao [2 ]
Sun, Jianjun [2 ]
Huang, Yue [1 ]
机构
[1] Xiamen Univ, Sch Informat Sci & Technol, Xiamen, Fujian, Peoples R China
[2] PLA, Dept Radiol, Clin Sect Fuzhou Gen Hosp 476, Fuzhou, Fujian, Peoples R China
关键词
automatic lesion extraction; region growing; liver segmentation; distance regularized level set evolution; ACTIVE CONTOURS; SEGMENTATION;
D O I
10.4028/www.scientific.net/AMM.556-562.4924
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Current diagnosis with computed tomography (CT) imaging relies heavily on doctors' clinical experience and it is difficult to accurately identify and localize lesions from thousands of CT images. Therefore, computer-aided diagnosis with automatic lesion extraction will be helpful for doctors in the diagnosis of liver diseases. In this paper, we proposed a new method for automatic liver lesion extraction from CT images by combining DRLSE (distance regularized level set evolution) and region growing. The method was applied in abdominal CT images with a single liver cancerous lesion and multiple hemangioma lesions at different locations. The results demonstrated the feasibility of our method for automatic lesion extraction with improved diagnostic accuracy and time efficiency.
引用
收藏
页码:4924 / +
页数:2
相关论文
共 50 条
  • [1] Liver Segmentation Based on Hybrid-Distance Regularized Level Set Evolution Combining Region Growing in Abdominal Computed Tomography
    Wang, Jinke
    Guo, Haoyan
    Tamura, Shinichi
    [J]. JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS, 2018, 8 (07) : 1436 - 1441
  • [2] CT liver tissue segmentation using distance regularized level set evolution based on spatial fuzzy clustering
    Kutbay, Ugurhan
    Hardalac, Firat
    [J]. ENERGY EDUCATION SCIENCE AND TECHNOLOGY PART A-ENERGY SCIENCE AND RESEARCH, 2012, 29 (02): : 715 - 720
  • [3] Liver Tumor Segmentation in Noisy CT Images using Distance Regularized Level Set Evolution based on Fuzzy C-Means Clustering
    Yugander, P.
    Reddy, G. Raghotham
    [J]. 2017 2ND IEEE INTERNATIONAL CONFERENCE ON RECENT TRENDS IN ELECTRONICS, INFORMATION & COMMUNICATION TECHNOLOGY (RTEICT), 2017, : 1530 - 1534
  • [4] AUTOMATIC ROOFTOP EXTRACTION IN STEREO IMAGERY USING DISTANCE AND BUILDING SHAPE REGULARIZED LEVEL SET EVOLUTION
    Tian, J.
    Krauss, T.
    d'Angelo, P.
    [J]. ISPRS HANNOVER WORKSHOP: HRIGI 17 - CMRT 17 - ISA 17 - EUROCOW 17, 2017, 42-1 (W1): : 393 - 397
  • [5] Region-driven distance regularized level set evolution for change detection in remote sensing images
    Lei, Yu
    Shi, Jiao
    Wu, Jiaji
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2017, 76 (23) : 24707 - 24722
  • [6] Region-driven distance regularized level set evolution for change detection in remote sensing images
    Yu Lei
    Jiao Shi
    Jiaji Wu
    [J]. Multimedia Tools and Applications, 2017, 76 : 24707 - 24722
  • [7] Segmentation of Noisy Images Using Improved Distance Regularized Level Set Evolution
    Yugander, P.
    Reddy, G. Raghotham
    [J]. PROCEEDINGS OF 2017 IEEE INTERNATIONAL CONFERENCE ON CIRCUIT ,POWER AND COMPUTING TECHNOLOGIES (ICCPCT), 2017,
  • [8] Segmentation of Human Chromosome Images Using Distance Regularized Level Set Evolution
    Mouhadjer, Hassan
    Mansour, M.
    Ouslim, M.
    Bouchiba, B.
    [J]. 2013 2ND INTERNATIONAL CONFERENCE ON ADVANCES IN BIOMEDICAL ENGINEERING (ABME 2013), 2013, : 215 - 218
  • [9] Automatic Brain Tumor Detection and Segmentation from Multi-Modal MRI Images Based on Region Growing and Level Set Evolution
    Zabir, Ishmam
    Paul, Sudip
    Abu Rayhan, Md.
    Sarker, Tanmoy
    Fattah, Shaikh Anowarul
    Shahnaz, Celia
    [J]. 2015 IEEE International WIE Conference on Electrical and Computer Engineering (WIECON-ECE), 2015, : 503 - 506
  • [10] Automatic Fontanel Extraction from Newborns' CT Images Using Variational Level Set
    Kazemi, Kamran
    Ghadimi, Sona
    Lyaghat, Alireza
    Tarighati, Alla
    Golshaeyan, Narjes
    Abrishami-Moghaddam, Hamid
    Grebe, Reinhard
    Gondary-Jouet, Catherine
    Wallois, Fabrice
    [J]. COMPUTER ANALYSIS OF IMAGES AND PATTERNS, PROCEEDINGS, 2009, 5702 : 639 - +