Advanced search
Publication Cover
International Journal of Remote Sensing Volume 42, 2021 - Issue 24
Submit an article Journal homepage
437
Views
20
CrossRef citations to date
0
Altmetric
Research Article

A novel unsupervised forest change detection method based on the integration of a multiresolution singular value decomposition fusion and an edge-aware Markov Random Field algorithm

Amin Mohsenifara Department of Photogrammetry and Remote Sensing, K. N. Toosi University of Technology, Tehran, IranORCID Iconhttps://orcid.org/0000-0003-3911-9431View further author information
ORCID Icon,
Ali Mohammadzadeha Department of Photogrammetry and Remote Sensing, K. N. Toosi University of Technology, Tehran, IranCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0003-3329-5063View further author information
ORCID Icon,
Armin Moghimia Department of Photogrammetry and Remote Sensing, K. N. Toosi University of Technology, Tehran, IranORCID Iconhttps://orcid.org/0000-0002-0455-4882View further author information
ORCID Icon &
Bahram Salehib College of Environmental Science and Forestry, State University of New York, Syracuse, NY, USAORCID Iconhttps://orcid.org/0000-0002-7742-5475View further author information
ORCID Icon
Pages 9376-9404 | Received 18 Jun 2021, Accepted 13 Oct 2021, Published online: 27 Nov 2021

Citations (20)

Keep up to date with the latest research on this topic with citation updates for this article.

Subscribe to citation updates

Read on this site (4)

Rasha Alshehhi & Prashanth R. Marpu. (2023) Change detection using multi-scale convolutional feature maps of bi-temporal satellite high-resolution images. European Journal of Remote Sensing 56:1.
Read now
Yi Liang, Chengkun Zhang, Jianwei Liu & Min Han. (2023) HMLNet: a hierarchical metric learning network with dual attention for change detection in high-resolution remote sensing images. International Journal of Remote Sensing 44:3, pages 1001-1021.
Read now
Shike Liang, Zhen Hua & Jinjiang Li. (2023) GCN-based multi-scale dual fusion for remote sensing building change detection. International Journal of Remote Sensing 44:3, pages 953-980.
Read now
Armin Moghimi, Turgay Celik & Ali Mohammadzadeh. (2022) Tensor-based keypoint detection and switching regression model for relative radiometric normalization of bitemporal multispectral images. International Journal of Remote Sensing 43:11, pages 3927-3956.
Read now

Articles from other publishers (16)

Ehsan Khankeshizadeh, Ali Mohammadzadeh, Hossein Arefi, Amin Mohsenifar, Saied Pirasteh, En Fan, Huxiong Li & Jonathan Li. (2024) A Novel Weighted Ensemble Transferred U-Net Based Model (WETUM) for Postearthquake Building Damage Assessment From UAV Data: A Comparison of Deep Learning- and Machine Learning-Based Approaches. IEEE Transactions on Geoscience and Remote Sensing 62, pages 1-17.
Crossref
Tianao Chen & Aotian Chen. (2024) VisionTwinNet: Gated Clarity Enhancement Paired With Light-Robust CD Transformers. IEEE Access 12, pages 4544-4560.
Crossref
Riad Guehaz & Venkataraman Sivakumar. (2023) A case study about the forest fire occurred on 05 July 2021 over Khenchela province, Algeria, using space-borne remote sensing. Frontiers in Remote Sensing 4.
Crossref
Aisha Javed, Taeheon Kim, Changhui Lee, Jaehong Oh & Youkyung Han. (2023) Deep Learning-Based Detection of Urban Forest Cover Change along with Overall Urban Changes Using Very-High-Resolution Satellite Images. Remote Sensing 15:17, pages 4285.
Crossref
Kassim Kalinaki, Owais Ahmed Malik & Daphne Teck Ching Lai. (2023) FCD-AttResU-Net: An improved forest change detection in Sentinel-2 satellite images using attention residual U-Net. International Journal of Applied Earth Observation and Geoinformation 122, pages 103453.
Crossref
Lingfeng Yuan, Jing Shen, Ruisi Yang & Han Jiang. (2023) Adaptive Segmentation of Basketball Game Video Based on Markov Random Fields. Adaptive Segmentation of Basketball Game Video Based on Markov Random Fields.
Younes Naeimi, Ramin Norouzi & Vahid Sadeghi. (2023) Evaluating the performance of change indices extracted from multi-temporal remote sensing images in detecting land use and land cover changes. Journal of Geomatics Science and Technology 12:3, pages 125-143.
Crossref
Suming JinJon DewitzCongcong LiDaniel SorensonZhe ZhuMd Rakibul Islam ShogibPatrick DanielsonBrian GrannemanCatherine CostelloAdam CaseLeila Gass. (2023) National Land Cover Database 2019: A Comprehensive Strategy for Creating the 1986–2019 Forest Disturbance Product. Journal of Remote Sensing 3.
Crossref
Chengxi Li, Gang Li, Xueqian Wang & Pramod K. Varshney. (2023) A Copula-Based Method for Change Detection With Multisensor Optical Remote Sensing Images. IEEE Transactions on Geoscience and Remote Sensing 61, pages 1-15.
Crossref
Zhihao Wang, Xueqian Wang, Wei Wu & Gang Li. (2023) Continuous Change Detection of Flood Extents With Multisource Heterogeneous Satellite Image Time Series. IEEE Transactions on Geoscience and Remote Sensing 61, pages 1-18.
Crossref
Ehsan Khankeshizadeh, Ali Mohammadzadeh, Armin Moghimi & Amin Mohsenifar. (2022) FCD-R2U-net: Forest change detection in bi-temporal satellite images using the recurrent residual-based U-net. Earth Science Informatics 15:4, pages 2335-2347.
Crossref
Meisam Amani, Mohammad Kakooei, Arsalan Ghorbanian, Rebecca Warren, Sahel Mahdavi, Brian Brisco, Armin Moghimi, Laura Bourgeau-Chavez, Souleymane Toure, Ambika Paudel, Ablajan Sulaiman & Richard Post. (2022) Forty Years of Wetland Status and Trends Analyses in the Great Lakes Using Landsat Archive Imagery and Google Earth Engine. Remote Sensing 14:15, pages 3778.
Crossref
Ziqi Li, Qiqi Zhu, Yihui Shao, Xi Guo & Qingfeng Guan. (2022) Uksd-Net: an Unsupervised Knowledge-Guided Symmetric Deep Network for Forest Burned Areas Detection. Uksd-Net: an Unsupervised Knowledge-Guided Symmetric Deep Network for Forest Burned Areas Detection.
Vahid Sadeghi & Hossein Etemadfard. (2022) Optimal cluster number determination of FCM for unsupervised change detection in remote sensing images. Earth Science Informatics 15:2, pages 1045-1057.
Crossref
Armin Moghimi, Ali Mohammadzadeh, Turgay Celik, Brian Brisco & Meisam Amani. (2022) Automatic Relative Radiometric Normalization of Bi-Temporal Satellite Images Using a Coarse-to-Fine Pseudo-Invariant Features Selection and Fuzzy Integral Fusion Strategies. Remote Sensing 14:8, pages 1777.
Crossref
Hong Fang, Peijun Du & Xin Wang. (2022) A novel unsupervised binary change detection method for VHR optical remote sensing imagery over urban areas. International Journal of Applied Earth Observation and Geoinformation 108, pages 102749.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.