Transformer-based semantic segmentation for large-scale building footprint extraction from very-high resolution satellite images
Extracting building footprints from extensive very-high spatial resolution (VHSR) remote sensing data is crucial for diverse applications, including surveying, urban studies, population estimation, identification of informal settlements, and disaster management. Although convolutional neural network...
| Main Authors: | A. Gibril, Mohamed Barakat, Al-Ruzouq, Rami, Shanableh, Abdallah, Jena, Ratiranjan, Bolcek, Jan, Mohd Shafri, Helmi Zulhaidi, Ghorbanzadeh, Omid |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Elsevier
2024
|
| Online Access: | http://psasir.upm.edu.my/id/eprint/112078/ http://psasir.upm.edu.my/id/eprint/112078/1/1-s2.0-S0273117724002205-main.pdf |
Similar Items
Large-scale date palm tree segmentation from multiscale UAV-based and aerial images using deep vision transformers
by: Gibril, Mohamed Barakat A., et al.
Published: (2023)
by: Gibril, Mohamed Barakat A., et al.
Published: (2023)
Spatio-statistical optimization of image segmentation process for building footprint extraction using very high-resolution WorldView 3 satellite data
by: Norman, Masayu, et al.
Published: (2020)
by: Norman, Masayu, et al.
Published: (2020)
Mapping heterogeneous urban landscapes from the fusion of digital surface model and unmanned aerial vehicle-based images using adaptive multiscale image segmentation and classification
by: Gibril, Mohamed Barakat A., et al.
Published: (2020)
by: Gibril, Mohamed Barakat A., et al.
Published: (2020)
Large-scale assessment of date palm plantations based on UAV remote sensing and multiscale vision transformer
by: Gibril, Mohamed Barakat A., et al.
Published: (2024)
by: Gibril, Mohamed Barakat A., et al.
Published: (2024)
Generic rule-sets for automated detection of urban tree species from very high-resolution satellite data
by: Shojanoori, Razieh, et al.
Published: (2018)
by: Shojanoori, Razieh, et al.
Published: (2018)
Development of fuzzy rule-based parameters for urban object-oriented classification using very high resolution imagery
by: Hamedianfar, Alireza, et al.
Published: (2014)
by: Hamedianfar, Alireza, et al.
Published: (2014)
Road condition assessment by OBIA and feature selection techniques using very high-resolution WorldView-2 imagery
by: Shahi, Kaveh, et al.
Published: (2016)
by: Shahi, Kaveh, et al.
Published: (2016)
Integrated approach using data mining-based decision tree and object-based image analysis for high-resolution urban mapping of WorldView-2 satellite sensor data
by: Hamedianfar, Alireza, et al.
Published: (2016)
by: Hamedianfar, Alireza, et al.
Published: (2016)
Combining object-based classification and data mining algorithm to classify urban surface materials from worldview-2 satellite image
by: Hamedianfar, Alireza, et al.
Published: (2014)
by: Hamedianfar, Alireza, et al.
Published: (2014)
A comparison of support vector machine and decision tree classifications using satellite data of Langkawi Island
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2009)
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2009)
Development of transferable rule-sets for urban areas using QuickBird satellite imagery
by: Tathiri, Anahita, et al.
Published: (2014)
by: Tathiri, Anahita, et al.
Published: (2014)
Development of a generic model for the detection of roof materials based on an object-based approach using WorldView-2 satellite imagery
by: Taherzadeh, Ebrahim, et al.
Published: (2013)
by: Taherzadeh, Ebrahim, et al.
Published: (2013)
Roof material detection based on object-based approach using WorldView-2 satellite imagery
by: Taherzadeh, Ebrahim, et al.
Published: (2014)
by: Taherzadeh, Ebrahim, et al.
Published: (2014)
Semi-automatic verification of cropland and grassland using very high resolution mono-temporal satellite images
by: Helmholz, Petra, et al.
Published: (2014)
by: Helmholz, Petra, et al.
Published: (2014)
A novel spectral index for automatic shadow detection in urban mapping based on WorldView-2 satellite imagery
by: Shahi, Kaveh, et al.
Published: (2014)
by: Shahi, Kaveh, et al.
Published: (2014)
Large-scale detection, mapping, and initial health assessment of date palm trees using multiplatform remotely-sensed data and deep learning techniques
by: Gibril, Mohamed Barakat Abdelfatah
Published: (2023)
by: Gibril, Mohamed Barakat Abdelfatah
Published: (2023)
Majority voting of ensemble classifiers to improve shoreline extraction of medium resolution satellite images
by: Abd Manaf, Syaifulnizam, et al.
Published: (2017)
by: Abd Manaf, Syaifulnizam, et al.
Published: (2017)
Global spatial suitability mapping of wind and solar systems using an explainable aI-based approach
by: Sachit, Mourtadha Sarhan, et al.
Published: (2022)
by: Sachit, Mourtadha Sarhan, et al.
Published: (2022)
A novel GeoAI-based multidisciplinary model for SpatioTemporal Decision-Making of utility-scale wind–solar installations: to promote green infrastructure in Iraq
by: Sachit, Mourtadha Sarhan, et al.
Published: (2024)
by: Sachit, Mourtadha Sarhan, et al.
Published: (2024)
Hybridization of SLIC and extra tree for object based image analysis in extracting shoreline from medium resolution satellite images
by: Abd Manaf, Syaifulnizam, et al.
Published: (2018)
by: Abd Manaf, Syaifulnizam, et al.
Published: (2018)
A CNN cascade for landmark guided semantic part segmentation
by: Jackson, Aaron S., et al.
Published: (2016)
by: Jackson, Aaron S., et al.
Published: (2016)
A novel spectral index to automatically extract road networks from WorldView-2 satellite imagery
by: Shahi, Kaveh, et al.
Published: (2015)
by: Shahi, Kaveh, et al.
Published: (2015)
Quantitative validation assessment on shorelines extracted from image classification techniques of medium resolution satellite images based on change analysis
by: Abd Manaf, Syaifulnizam, et al.
Published: (2017)
by: Abd Manaf, Syaifulnizam, et al.
Published: (2017)
Monitoring of Dead Sea water surface variation using multi-temporal satellite data and GIS.
by: Pradhan, Biswajeet, et al.
Published: (2013)
by: Pradhan, Biswajeet, et al.
Published: (2013)
Efficient Semantic Segmentation for Resource-Constrained
Applications with Lightweight Neural Networks
by: Singha, Tanmay
Published: (2023)
by: Singha, Tanmay
Published: (2023)
Enhanced Semantic Image Segmentation Through Convolutional and Atrous Convolution Techniques
by: Meghana, H.V., et al.
Published: (2024)
by: Meghana, H.V., et al.
Published: (2024)
Incorporating fuzzy-based methods to deep learning models for semantic segmentation
by: Lin, Qiao
Published: (2023)
by: Lin, Qiao
Published: (2023)
Monitoring land use and urban changes in Kaduna using satellite data
by: Muhammad Kafi, Kamil, et al.
Published: (2015)
by: Muhammad Kafi, Kamil, et al.
Published: (2015)
Evaluation of aerosol optical thickness over Malaysia based on multi-source ground and satellite data
by: Youssef, Khaled Ali Ahmed Ben, et al.
Published: (2019)
by: Youssef, Khaled Ali Ahmed Ben, et al.
Published: (2019)
Structural geological mapping in Simpang Pulai to Pos Selim, Malaysia utilising satellite imagery
by: Ramli, Mohammad Firuz, et al.
Published: (2008)
by: Ramli, Mohammad Firuz, et al.
Published: (2008)
Ontology-based semantic image segmentation using mixture models and multiple CRFs
by: Zand, Mohsen, et al.
Published: (2016)
by: Zand, Mohsen, et al.
Published: (2016)
Deep learning semantic segmentation for water level estimation using surveillance camera
by: Muhadi, Nur 'Atirah, et al.
Published: (2021)
by: Muhadi, Nur 'Atirah, et al.
Published: (2021)
Res-UNet ensemble learning for mineral optical microscopy images semantic segmentation
by: Abdul Halin, Alfian, et al.
Published: (2024)
by: Abdul Halin, Alfian, et al.
Published: (2024)
Data fusion technique using wavelet transform and taguchi methods for automatic landslide detection from airborne laser scanning data and QuickBird satellite imagery
by: Pradhan, Biswajeet, et al.
Published: (2016)
by: Pradhan, Biswajeet, et al.
Published: (2016)
A Novel Approach to Estimate Diffuse Attenuation Coefficients for QuickBird Satellite Images: A Case Study at Kish Island, the Persian Gulf.
by: Pradhan, Biswajeet, et al.
Published: (2013)
by: Pradhan, Biswajeet, et al.
Published: (2013)
The use of hyperspectral remote sensing systems in precision agriculture: current status and future trends
by: Mohd Shafri, Helmi Zulhaidi
Published: (2016)
by: Mohd Shafri, Helmi Zulhaidi
Published: (2016)
Integration of object-based image analysis and convolutional neural network for the classification of high-resolution satellite image: a comparative assessment
by: Azeez, Omer Saud, et al.
Published: (2022)
by: Azeez, Omer Saud, et al.
Published: (2022)
Comparison between pixel-based and object based classifications using radar satellite image in extracting massive flood extent at northern region of Peninsular Malaysia
by: Abd Manaf, Syaifulnizam, et al.
Published: (2015)
by: Abd Manaf, Syaifulnizam, et al.
Published: (2015)
Estimation of aerosol dispersion & urban air quality evaluation over Malaysia using MODIS satellite
by: Ben Youssef, Khaled Ali Ahmed, et al.
Published: (2016)
by: Ben Youssef, Khaled Ali Ahmed, et al.
Published: (2016)
Modelling of abrasive waterjet milled footprints
by: Anwar, Saqib
Published: (2013)
by: Anwar, Saqib
Published: (2013)
Similar Items
-
Large-scale date palm tree segmentation from multiscale UAV-based and aerial images using deep vision transformers
by: Gibril, Mohamed Barakat A., et al.
Published: (2023) -
Spatio-statistical optimization of image segmentation process for building footprint extraction using very high-resolution WorldView 3 satellite data
by: Norman, Masayu, et al.
Published: (2020) -
Mapping heterogeneous urban landscapes from the fusion of digital surface model and unmanned aerial vehicle-based images using adaptive multiscale image segmentation and classification
by: Gibril, Mohamed Barakat A., et al.
Published: (2020) -
Large-scale assessment of date palm plantations based on UAV remote sensing and multiscale vision transformer
by: Gibril, Mohamed Barakat A., et al.
Published: (2024) -
Generic rule-sets for automated detection of urban tree species from very high-resolution satellite data
by: Shojanoori, Razieh, et al.
Published: (2018)