Deep Learning for Change Detection in Remote Sensing Images: Comprehensive Review and Meta-Analysis

10 June 2020

Papers citing "Deep Learning for Change Detection in Remote Sensing Images: Comprehensive Review and Meta-Analysis"

27 / 27 papers shown

Title
Lightweight Adapter Learning for More Generalized Remote Sensing Change Detection Dou Quan Rufan Zhou Shuang Wang Ning Huyan Dong Zhao Yunan Li L. Jiao 78 0 0 28 Apr 2025
Operational Change Detection for Geographical Information: Overview and Challenges Nicolas Gonthier 53 0 0 18 Mar 2025
Tree semantic segmentation from aerial image time series Venkatesh Ramesh Arthur Ouaknine David Rolnick 34 0 0 18 Jul 2024
A Mamba-based Siamese Network for Remote Sensing Change Detection Jay N. Paranjape C. D. Melo Vishal M. Patel Mamba 34 4 0 08 Jul 2024
IMAFD: An Interpretable Multi-stage Approach to Flood Detection from time series Multispectral Data Ziyang Zhang Plamen Angelov D. Kangin Nicolas Longépé AI4CE 49 1 0 13 May 2024
Weakly Supervised Change Detection via Knowledge Distillation and Multiscale Sigmoid Inference Binghao Lu Caiwen Ding Jinbo Bi Dongjin Song 32 3 0 09 Mar 2024
Unsupervised Change Detection for Space Habitats Using 3D Point Clouds Jamie Santos Holly Dinkel Julia Di Paulo V. K. Borges Marina Moreira Oleg Alexandrov B. Coltin Trey Smith 3DPC 28 1 0 04 Dec 2023
Deep-Learning-based Change Detection with Spaceborne Hyperspectral PRISMA data J. F. Amieva A. Austoni M. Brovelli L. Ansalone P. Naylor F. Serva B. L. Saux 41 3 0 20 Oct 2023
Combining recurrent and residual learning for deforestation monitoring using multitemporal SAR images Carla Nascimento Neves Raul Queiroz Feitosa M. O. Adarme Gilson Antonio Giraldi 27 0 0 09 Oct 2023
Monitoring of Urban Changes with multi-modal Sentinel 1 and 2 Data in Mariupol, Ukraine, in 2022/23 Georg Zitzlsberger M. Podhorányi 21 0 0 11 Aug 2023
Irregular Change Detection in Sparse Bi-Temporal Point Clouds using Learned Place Recognition Descriptors and Point-to-Voxel Comparison Nikolaos Stathoulopoulos A. Koval G. Nikolakopoulos 3DPC 33 4 0 27 Jun 2023
A Billion-scale Foundation Model for Remote Sensing Images Keumgang Cha Junghoon Seo Taekyung Lee 32 64 0 11 Apr 2023
MapFormer: Boosting Change Detection by Using Pre-change Information Maximilian Bernhard Niklas Strauß Matthias Schubert 40 6 0 31 Mar 2023
Deep Metric Learning for Unsupervised Remote Sensing Change Detection W. G. C. Bandara Vishal M. Patel 39 5 0 16 Mar 2023
Deep Active Learning for Multi-Label Classification of Remote Sensing Images Lars Möllenbrok Gencer Sumbul Begüm Demir 13 8 0 02 Dec 2022
Unsupervised Wildfire Change Detection based on Contrastive Learning Beichen Zhang Huiqi Wang Amani Alabri K. Bot Cole McCall Dale A. Hamilton Vít Ruzicka SSL 23 4 0 26 Nov 2022
SA-DNet: A on-demand semantic object registration network adapting to non-rigid deformation Housheng Xie Junhui Qiu Yuan Dai Y. Yang Changcheng Xiang Yukuan Zhang 21 1 0 18 Oct 2022
Weakly Supervised Learning with Automated Labels from Radiology Reports for Glioma Change Detection Tommaso Di Noto Meritxell Bach Cuadra Chirine Atat E. Teiga M. Hegi A. Hottinger P. Hagmann J. Richiardi MedIm 27 0 0 18 Oct 2022
TINYCD: A (Not So) Deep Learning Model For Change Detection Andrea Codegoni G. Lombardi Alessandro Ferrari 33 46 0 26 Jul 2022
Self-supervised Learning in Remote Sensing: A Review Yi Wang C. Albrecht Nassim Ait Ali Braham Lichao Mou Xiao Xiang Zhu 27 219 0 27 Jun 2022
DDPM-CD: Denoising Diffusion Probabilistic Models as Feature Extractors for Change Detection W. G. C. Bandara Nithin Gopalakrishnan Nair Vishal M. Patel DiffM 29 5 0 23 Jun 2022
Exploiting Digital Surface Models for Inferring Super-Resolution for Remotely Sensed Images S. Karatsiolis C. Padubidri A. Kamilaris 25 5 0 09 May 2022
Self-Supervised Learning for Invariant Representations from Multi-Spectral and SAR Images P. Jain Bianca Schoen-Phelan R. Ross 27 32 0 04 May 2022
Towards Cross-Disaster Building Damage Assessment with Graph Convolutional Networks Ali Ismail M. Awad 30 6 0 25 Jan 2022
BLDNet: A Semi-supervised Change Detection Building Damage Framework using Graph Convolutional Networks and Urban Domain Knowledge Ali Ismail M. Awad 26 10 0 25 Jan 2022
Self-supervised Lesion Change Detection and Localisation in Longitudinal Multiple Sclerosis Brain Imaging Minh Nguyen Nhat To Ian G Sarno Chee Chong M. Jenkinson G. Carneiro MedIm 36 7 0 02 Jun 2021
A Review on Deep Learning in UAV Remote Sensing L. Osco J. M. Junior A. P. Ramos L. Jorge S. Fatholahi J. Silva E. Matsubara H. Pistori W. Gonçalves Jonathan Li AI4Cl 39 342 0 22 Jan 2021