Stacked U-Nets for Ground Material Segmentation in Remote Sensing Imagery

被引:41
|
作者
Ghosh, Arthita [1 ]
Ehrlich, Max [1 ]
Shah, Sohil [1 ]
Davis, Larry [1 ]
Chellappa, Rama [1 ]
机构
[1] Univ Maryland, College Pk, MD 20742 USA
关键词
CLASSIFICATION;
D O I
10.1109/CVPRW.2018.00047
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a semantic segmentation algorithm for RGB remote sensing images. Our method is based on the Dilated Stacked U-Nets architecture. This state-of-the-art method has been shown to have good performance in other applications. We perform additional post-processing by blending image tiles and degridding the result. Our method gives competitive results on the DeepGlobe dataset.
引用
收藏
页码:252 / 256
页数:5
相关论文
共 50 条
  • [21] An improved boundary-aware face alignment using stacked dense U-Nets
    Ye, Jianghao
    Cui, Ying
    Pan, Xiang
    Zheng, Herong
    Guo, Dongyan
    Ren, Yanan
    INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2020, 17 (04)
  • [22] Improving motion-mask segmentation in thoracic CT with multiplanar U-nets
    Penarrubia, Ludmilla
    Pinon, Nicolas
    Roux, Emmanuel
    Serrano, Eduardo Enrique Davila
    Richard, Jean-Christophe
    Orkisz, Maciej
    Sarrut, David
    MEDICAL PHYSICS, 2022, 49 (01) : 420 - 431
  • [23] U-Net Ensemble for Enhanced Semantic Segmentation in Remote Sensing Imagery
    Dimitrovski, Ivica
    Spasev, Vlatko
    Loshkovska, Suzana
    Kitanovski, Ivan
    REMOTE SENSING, 2024, 16 (12)
  • [24] Amazon forest cover change mapping based on semantic segmentation by U-Nets
    Bragagnolo, L.
    da Silva, R., V
    Grzybowski, J. M., V
    ECOLOGICAL INFORMATICS, 2021, 62
  • [25] Automated liver and spleen segmentation for MR elastography maps using U-Nets
    Noah Jaitner
    Jakob Ludwig
    Tom Meyer
    Oliver Boehm
    Matthias Anders
    Biru Huang
    Jakob Jordan
    Tobias Schaeffter
    Ingolf Sack
    Rolf Reiter
    Scientific Reports, 15 (1)
  • [26] Coronary Vessel Segmentation by Coarse-to-Fine Strategy Using U-nets
    Le Nhi Lam Thuy
    Tan Dat Trinh
    Le Hoang Anh
    Kim, Jin Young
    Huynh Trung Hieu
    Pham The Bao
    BIOMED RESEARCH INTERNATIONAL, 2021, 2021
  • [27] Brain Tumour Segmentation Using a Triplanar Ensemble of U-Nets on MR Images
    Sundaresan, Vaanathi
    Griffanti, Ludovica
    Jenkinson, Mark
    BRAINLESION: GLIOMA, MULTIPLE SCLEROSIS, STROKE AND TRAUMATIC BRAIN INJURIES (BRAINLES 2020), PT I, 2021, 12658 : 340 - 353
  • [28] Tumor Segmentation in Brain MRI: U-Nets versus Feature Pyramid Network
    Ghosh, Sourodip
    Santosh, K. C.
    2021 IEEE 34TH INTERNATIONAL SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS (CBMS), 2021, : 31 - 36
  • [29] Automatically Designing U-Nets Using A Genetic Algorithm for Tree Image Segmentation
    Xu, Binke
    Bi, Ying
    Xue, Bing
    Schindler, Jan
    Martin, Brent
    Zhang, Mengjie
    2022 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI), 2022, : 626 - 633
  • [30] Automatic MRI–based rotator cuff muscle segmentation using U-Nets
    Ehsan Alipour
    Majid Chalian
    Atefe Pooyan
    Arash Azhideh
    Firoozeh Shomal Zadeh
    Hesamoddin Jahanian
    Skeletal Radiology, 2024, 53 : 537 - 545