Supervised Multi-Task Learning for Tracking Inland Glacier Flows Using Sentinel-1 Tops Data

被引:0
|
作者
Pulella, Andrea [1 ,2 ]
Sica, Francescopaolo [2 ]
Prats-Iraola, Pau [1 ]
机构
[1] Microwaves and Radar Institute, German Aerospace Center (DLR), Germany
[2] University of the Bundeswehr, Institute of Space Technology and Space Applications, Munich, Germany
关键词
Convolutional neural networks - Deep neural networks - Image coding - Image segmentation - Interferometry - Multi-task learning - Self-supervised learning - Semi-supervised learning;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
页码:417 / 420
相关论文
共 50 条
  • [1] SUPERVISED MULTI-TASK LEARNING FOR TRACKING INLAND GLACIER FLOWS USING SENTINEL-1 TOPS DATA
    Pulella, Andrea
    Sica, Francescopaolo
    Prats-Iraola, Pau
    IGARSS 2024-2024 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, IGARSS 2024, 2024, : 417 - 420
  • [2] Ship Identification and Characterization in Sentinel-1 SAR Images with Multi-Task Deep Learning
    Dechesne, Clement
    Lefevre, Sebastien
    Vadaine, Rodolphe
    Hajduch, Guillaume
    Fablet, Ronan
    REMOTE SENSING, 2019, 11 (24)
  • [3] Semi-supervised Multi-task Learning with Auxiliary data
    Liu, Bo
    Chen, Qihang
    Xiao, Yanshan
    Wang, Kai
    Liu, Junrui
    Huang, Ruiguang
    Li, Liangjiao
    INFORMATION SCIENCES, 2023, 626 : 626 - 639
  • [4] Large-Scale Rice Mapping Using Multi-Task Spatiotemporal Deep Learning and Sentinel-1 SAR Time Series
    Lin, Zhixian
    Zhong, Renhai
    Xiong, Xingguo
    Guo, Changqiang
    Xu, Jinfan
    Zhu, Yue
    Xu, Jialu
    Ying, Yibin
    Ting, K. C.
    Huang, Jingfeng
    Lin, Tao
    REMOTE SENSING, 2022, 14 (03)
  • [5] Improving Weakly Supervised Lesion Segmentation using Multi-Task Learning
    Chu, Tianshu
    Li, Xinmeng
    Vo, Huy V.
    Summers, Ronald M.
    Sizikova, Elena
    MEDICAL IMAGING WITH DEEP LEARNING, VOL 143, 2021, 143 : 60 - 73
  • [6] Inland Water Body Mapping Using Multitemporal Sentinel-1 SAR Data
    Marzi, David
    Gamba, Paolo
    IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2021, 14 : 11789 - 11799
  • [7] Analyzing ice dynamics using Sentinel-1 data at the Solheimajokull Glacier, Iceland
    Gomez, Diego
    Salvador, Pablo
    Sanz, Julia
    Urbazaev, Mikhail
    Casanova, Jose Luis
    GISCIENCE & REMOTE SENSING, 2020, 57 (06) : 813 - 829
  • [8] Learning Representations for Bipartite Graphs Using Multi-task Self-supervised Learning
    Sethi, Akshay
    Gupta, Sonia
    Malhotra, Aakarsh
    Asthana, Siddhartha
    MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES: RESEARCH TRACK, ECML PKDD 2023, PT III, 2023, 14171 : 19 - 35
  • [9] Cell tracking using deep neural networks with multi-task learning
    He, Tao
    Mao, Hua
    Guo, Jixiang
    Yi, Zhang
    IMAGE AND VISION COMPUTING, 2017, 60 : 142 - 153
  • [10] Multi-Task Hypergraphs for Semi-supervised Learning using Earth Observations
    Pirvu, Mihai
    Marcu, Alina
    Dobrescu, Alexandra
    Belbachir, Nabil
    Leordeanu, Marius
    2023 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION WORKSHOPS, ICCVW, 2023, : 3396 - 3406