Citations (79)
Keep up to date with the latest research on this topic with citation updates for this article.
Read on this site (13)
Ruoqi Wang, Guiying Li, Yagang Lu & Dengsheng Lu. (2023) A comparative analysis of grid-based and object-based modeling approaches for poplar forest growing stock volume estimation in plain regions using airborne LIDAR data. Geo-spatial Information Science 0:0, pages 1-19.
Read now
Read now
Luan Hong Pham, Lien T. H. Pham, Thanh Duc Dang, Dung Duc Tran & Toan Quang Dinh. (2022) Application of Sentinel-1 data in mapping land-use and land cover in a complex seasonal landscape: a case study in coastal area of Vietnamese Mekong Delta. Geocarto International 37:13, pages 3743-3760.
Read now
Read now
Yifan Sun, Bing Liu, Xuchu Yu, Anzhu Yu, Zhixiang Xue & Kuiliang Gao. (2022) Resolution reconstruction classification: fully octave convolution network with pyramid attention mechanism for hyperspectral image classification. International Journal of Remote Sensing 43:6, pages 2076-2105.
Read now
Read now
Glynis Humphrey, Conor Eastment, Lindsey Gillson & M Timm Hoffman. (2022) Woody cover change in relation to fire history and land-use in the savanna-woodlands of north-east Namibia (1996–2019). African Journal of Range & Forage Science 39:1, pages 96-106.
Read now
Read now
Tianyu Wei, Jue Wang, He Chen, Liang Chen & Wenchao Liu. (2021) L2-norm prototypical networks for tackling the data shift problem in scene classification. International Journal of Remote Sensing 42:9, pages 3326-3352.
Read now
Read now
Rachel A. Snavely, Kellie A. Uyeda, Douglas A. Stow, John F. O’Leary & Julie Lambert. (2019) Mapping vegetation community types in a highly disturbed landscape: integrating hierarchical object-based image analysis with lidar-derived canopy height data. International Journal of Remote Sensing 40:11, pages 4384-4400.
Read now
Read now
C. Munyati. (2018) Optimising multiresolution segmentation: delineating savannah vegetation boundaries in the Kruger National Park, South Africa, using Sentinel 2 MSI imagery. International Journal of Remote Sensing 39:18, pages 5997-6019.
Read now
Read now
Luis Ángel Ruiz, Jorge Abel Recio, Pablo Crespo-Peremarch & Marta Sapena. (2018) An object-based approach for mapping forest structural types based on low-density LiDAR and multispectral imagery. Geocarto International 33:5, pages 443-457.
Read now
Read now
Vladimir R. Wingate, Stuart R Phinn, Nikolaus Kuhn & Peter Scarth. (2018) Estimating aboveground woody biomass change in Kalahari woodland: combining field, radar, and optical data sets. International Journal of Remote Sensing 39:2, pages 577-606.
Read now
Read now
Lei Zhang, Xiaosong Li, Shanlong Lu & Kun Jia. (2016) Multi-scale object-based measurement of arid plant community structure. International Journal of Remote Sensing 37:10, pages 2168-2179.
Read now
Read now
Michael J. Hill, Qiang Zhou, Qingsong Sun, Crystal B. Schaaf, Jane Southworth, Niti B. Mishra, Cerian Gibbes, Erin Bunting, Thomas B. Christiansen & Kelley A. Crews. (2016) Dynamics of the relationship between NDVI and SWIR32 vegetation indices in southern Africa: implications for retrieval of fractional cover from MODIS data. International Journal of Remote Sensing 37:6, pages 1476-1503.
Read now
Read now
Rei Sonobe, Hiroshi Tani, Xiufeng Wang, Nobuyuki Kobayashi & Hideki Shimamura. (2014) Parameter tuning in the support vector machine and random forest and their performances in cross- and same-year crop classification using TerraSAR-X. International Journal of Remote Sensing 35:23, pages 7898-7909.
Read now
Read now
Thabang Maphanga, Timothy Dube, Cletah Shoko, Mbulisi Sibanda & Siyamthanda Gxokwe. Using multisource remotely sensed data and cloud computing approaches to map non-native species in the semi-arid savannah rangelands of Mpumalanga, South Africa. South African Geographical Journal 0:0, pages 1-24.
Read now
Read now
Articles from other publishers (66)
Kumi Rani & Sunil Kumar. (2024) Hyperspectral image classification using a new deep learning model based on pseudo-3D block and depth separable 2D–3D convolution. Engineering Applications of Artificial Intelligence 130, pages 107738.
Crossref
Crossref
Zhong Dong, Baojun Lin & Fang Xie. (2024) Optimizing Few-Shot Remote Sensing Scene Classification Based on an Improved Data Augmentation Approach. Remote Sensing 16:3, pages 525.
Crossref
Crossref
Zhong Dong, Baojun Lin & Fang Xie. (2024) Distortion Magnitude Control: A Dynamic Augmentation Optimization Approach for Few-Shot Learning in Remote Sensing Scene Classification. IEEE Geoscience and Remote Sensing Letters 21, pages 1-5.
Crossref
Crossref
Farhan Ullah, Irfan Ullah, Rehan Ullah Khan, Salabat Khan, Khalil Khan & Giovanni Pau. (2024) Conventional to Deep Ensemble Methods for Hyperspectral Image Classification: A Comprehensive Survey. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 17, pages 3878-3916.
Crossref
Crossref
T. R. Vijaya Lakshmi, Ch. Venkata Krishna Reddy, Padmavathi Kora, K. Swaraja, K. Meenakshi, Ch. Usha Kumari & L. Pratap Reddy. (2023) Classification of multi-spectral data with fine-tuning variants of representative models. Multimedia Tools and Applications 83:8, pages 23465-23487.
Crossref
Crossref
Enrang Zheng, Tong Zhang, Junge Shen & Xuyang Li. (2023) Remote sensing image scene classification based on a dual attention dense network. Remote sensing image scene classification based on a dual attention dense network.
Hannah M. Fertel, Brandon M. Collins, Jamie M. Lydersen & Scott L. Stephens. (2023) Vegetation type change in California’s Northern Bay Area: A comparison of contemporary and historical aerial imagery. Forest Ecology and Management 542, pages 121102.
Crossref
Crossref
Yijin Li, Jiaxin Wang, Sibao Chen, Jin Tang & Bin Luo. (2023) Enhanced multihead self-attention block network for remote sensing image scene classification. Journal of Applied Remote Sensing 17:01.
Crossref
Crossref
Xiaomu Ye, Pengfei Ding, Dawei Jin, Chuanyue Zhou, Yi Li & Jin Zhang. (2023) Intelligent Analysis of Construction Costs of Shield Tunneling in Complex Geological Conditions by Machine Learning Method. Mathematics 11:6, pages 1423.
Crossref
Crossref
Connor J. Anderson, Daniel Heins, Keith C. Pelletier & Joseph F. Knight. (2023) Improving Machine Learning Classifications of Phragmites australis Using Object-Based Image Analysis. Remote Sensing 15:4, pages 989.
Crossref
Crossref
金传 Jin Chuan & 童常青 Tong Changqing. (2023) 融合CNN与Transformer结构的遥感图像分类方法. Laser & Optoelectronics Progress 60:20, pages 2028006.
Crossref
Crossref
Jie He, Du Lyu, Liang He, Yujie Zhang, Xiaoming Xu, Haijie Yi, Qilong Tian, Baoyuan Liu & Xiaoping Zhang. (2022) Combining Object-Oriented and Deep Learning Methods to Estimate Photosynthetic and Non-Photosynthetic Vegetation Cover in the Desert from Unmanned Aerial Vehicle Images with Consideration of Shadows. Remote Sensing 15:1, pages 105.
Crossref
Crossref
Xin Pan, Jun Xu, Jian Zhao & Xiaofeng Li. (2022) Hierarchical Object-Focused and Grid-Based Deep Unsupervised Segmentation Method for High-Resolution Remote Sensing Images. Remote Sensing 14:22, pages 5768.
Crossref
Crossref
Bin J. W. Chen, Shuqing N. Teng, Guang Zheng, Lijuan Cui, Shao‐peng Li, Arie Staal, Jan U. H. Eitel, Thomas W. Crowther, Miguel Berdugo, Lidong Mo, Haozhi Ma, Lalasia Bialic‐Murphy, Constantin M. Zohner, Daniel S. Maynard, Colin Averill, Jian Zhang, Qiang He, Jochem B. Evers, Niels P. R. Anten, Hezi Yizhaq, Ilan Stavi, Eli Argaman, Uri Basson, Zhiwei Xu, Ming‐Juan Zhang, Kechang Niu, Quan‐Xing Liu & Chi Xu. (2022) Inferring plant–plant interactions using remote sensing. Journal of Ecology 110:10, pages 2268-2287.
Crossref
Crossref
Maryam Mehmood, Ahsan Shahzad, Bushra Zafar, Amsa Shabbir & Nouman Ali. (2022) Remote Sensing Image Classification: A Comprehensive Review and Applications. Mathematical Problems in Engineering 2022, pages 1-24.
Crossref
Crossref
María Teresa Rodríguez-Zúñiga, Carlos Troche-Souza, María Isabel Cruz-López & Victor H. Rivera-Monroy. (2022) Development and Structural Organization of Mexico’s Mangrove Monitoring System (SMMM) as a Foundation for Conservation and Restoration Initiatives: A Hierarchical Approach. Forests 13:4, pages 621.
Crossref
Crossref
Ozlem Sen & Hacer Yalim Keles. (2022) A Hierarchical Approach to Remote Sensing Scene Classification. PFG – Journal of Photogrammetry, Remote Sensing and Geoinformation Science 90:2, pages 161-175.
Crossref
Crossref
Siyuan Hao, Bin Wu, Kun Zhao, Yuanxin Ye & Wei Wang. (2022) Two-Stream Swin Transformer with Differentiable Sobel Operator for Remote Sensing Image Classification. Remote Sensing 14:6, pages 1507.
Crossref
Crossref
Arthur de Grandpré, Christophe Kinnard & Andrea Bertolo. (2022) Open-Source Analysis of Submerged Aquatic Vegetation Cover in Complex Waters Using High-Resolution Satellite Remote Sensing: An Adaptable Framework. Remote Sensing 14:2, pages 267.
Crossref
Crossref
Si-Bao Chen, Qing-Song Wei, Wen-Zhong Wang, Jin Tang, Bin Luo & Zu-Yuan Wang. (2022) Remote Sensing Scene Classification via Multi-Branch Local Attention Network. IEEE Transactions on Image Processing 31, pages 99-109.
Crossref
Crossref
Muhammad Ahmad, Sidrah Shabbir, Swalpa Kumar Roy, Danfeng Hong, Xin Wu, Jing Yao, Adil Mehmood Khan, Manuel Mazzara, Salvatore Distefano & Jocelyn Chanussot. (2022) Hyperspectral Image Classification—Traditional to Deep Models: A Survey for Future Prospects. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 15, pages 968-999.
Crossref
Crossref
Razia Sulthana Abdul Kareem, Anil Gandhudi Ramanjineyulu, Regin Rajan, Roy Setiawan, Dilip Kumar Sharma, Mukesh Kumar Gupta, Hitesh Joshi, Ankit Kumar, Haritha Harikrishnan & Sudhakar Sengan. (2021) Multilabel land cover aerial image classification using convolutional neural networks. Arabian Journal of Geosciences 14:17.
Crossref
Crossref
Gerard Summers, Aaron Lim & Andrew J. Wheeler. (2021) A Scalable, Supervised Classification of Seabed Sediment Waves Using an Object-Based Image Analysis Approach. Remote Sensing 13:12, pages 2317.
Crossref
Crossref
Arati Paul, Sanghamita Bhoumik & Nabendu Chaki. (2020) SSNET: an improved deep hybrid network for hyperspectral image classification. Neural Computing and Applications 33:5, pages 1575-1585.
Crossref
Crossref
A.V. Kavitha, A. Srikrishna & Ch. Satyanarayana. (2021) A Review on Detection of Land Use and Land Cover from an Optical Remote Sensing Image.. IOP Conference Series: Materials Science and Engineering 1074:1, pages 012002.
Crossref
Crossref
Huiyao Wan, Jie Chen, Zhixiang Huang, Yun Feng, Zheng Zhou, Xiaoping Liu, Baidong Yao & Tao Xu. (2021) Lightweight Channel Attention and Multiscale Feature Fusion Discrimination for Remote Sensing Scene Classification. IEEE Access 9, pages 94586-94600.
Crossref
Crossref
Xirong Li, Fangling Pu, Rui Yang, Rong Gui & Xin Xu. (2020) AMN: Attention Metric Network for One-Shot Remote Sensing Image Scene Classification. Remote Sensing 12:24, pages 4046.
Crossref
Crossref
Xuegang Mao, Yueqing Deng, Liang Zhu & Yao Yao. (2020) Hierarchical Geographic Object-Based Vegetation Type Extraction Based on Multi-Source Remote Sensing Data. Forests 11:12, pages 1271.
Crossref
Crossref
Joana Borges, Thomas P. Higginbottom, Elias Symeonakis & Martin Jones. (2020) Sentinel-1 and Sentinel-2 Data for Savannah Land Cover Mapping: Optimising the Combination of Sensors and Seasons. Remote Sensing 12:23, pages 3862.
Crossref
Crossref
Morgan A. Crowley & Jeffrey A. Cardille. (2020) Remote Sensing’s Recent and Future Contributions to Landscape Ecology. Current Landscape Ecology Reports 5:3, pages 45-57.
Crossref
Crossref
Daniel Feldmeyer, Claude Meisch, Holger Sauter & Joern Birkmann. (2020) Using OpenStreetMap Data and Machine Learning to Generate Socio-Economic Indicators. ISPRS International Journal of Geo-Information 9:9, pages 498.
Crossref
Crossref
Xiaoli Zhang, Xin Wei, Qianbo Sang, He Chen & Yizhuang Xie. (2020) An Efficient FPGA-Based Implementation for Quantized Remote Sensing Image Scene Classification Network. Electronics 9:9, pages 1344.
Crossref
Crossref
Zhili Li, Kai Xu, Jiafen Xie, Qi Bi & Kun Qin. (2020) Deep Multiple Instance Convolutional Neural Networks for Learning Robust Scene Representations. IEEE Transactions on Geoscience and Remote Sensing 58:5, pages 3685-3702.
Crossref
Crossref
Sosdito Mananze, Isabel Pôças & Mário Cunha. (2020) Mapping and Assessing the Dynamics of Shifting Agricultural Landscapes Using Google Earth Engine Cloud Computing, a Case Study in Mozambique. Remote Sensing 12:8, pages 1279.
Crossref
Crossref
Jameson R. Brennan, Patricia S. Johnson & Niall P. Hanan. (2020) Comparing stability in random forest models to map Northern Great Plains plant communities in pastures occupied by prairie dogs using Pleiades imagery. Biogeosciences 17:5, pages 1281-1292.
Crossref
Crossref
Ronald Tombe & Serestina Viriri. (2020) Adaptive Deep Co-occurrence Feature Learning based on Classifier-Fusion for Remote Sensing Scene Classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, pages 1-1.
Crossref
Crossref
Gong Cheng, Xingxing Xie, Junwei Han, Lei Guo & Gui-Song Xia. (2020) Remote Sensing Image Scene Classification Meets Deep Learning: Challenges, Methods, Benchmarks, and Opportunities. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 13, pages 3735-3756.
Crossref
Crossref
Xin Zhang, Yongcheng Wang, Ning Zhang, Dongdong Xu, Bo Chen, Guangli Ben & Xue Wang. (2019) Scene classification of high-resolution remote sensing images based on IMFNet. Journal of Applied Remote Sensing 13:04, pages 1.
Crossref
Crossref
P. Hurskainen, H. Adhikari, M. Siljander, P.K.E. Pellikka & A. Hemp. (2019) Auxiliary datasets improve accuracy of object-based land use/land cover classification in heterogeneous savanna landscapes. Remote Sensing of Environment 233, pages 111354.
Crossref
Crossref
Li, Zhang & Wu. (2019) Efficient Object Detection Framework and Hardware Architecture for Remote Sensing Images. Remote Sensing 11:20, pages 2376.
Crossref
Crossref
Kun Liu, Ronggao Liu & Yang Liu. (2019) A Tailings Pond Identification Method Based on Spatial Combination of Objects. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 12:8, pages 2707-2717.
Crossref
Crossref
Emilie B. Henderson, David M. Bell & Matthew J. Gregory. (2019) Vegetation mapping to support greater sage‐grouse habitat monitoring and management: multi‐ or univariate approach?. Ecosphere 10:8.
Crossref
Crossref
Carla Klehm, Adam Barnes, Forrest Follett, Katie Simon, Christopher Kiahtipes & Sarah Mothulatshipi. (2019) Toward archaeological predictive modeling in the Bosutswe region of Botswana: Utilizing multispectral satellite imagery to conceptualize ancient landscapes. Journal of Anthropological Archaeology 54, pages 68-83.
Crossref
Crossref
Lifu Chen, Xianliang Cui, Zhenhong Li, Zhihui Yuan, Jin Xing, Xuemin Xing & Zhiwei Jia. (2019) A New Deep Learning Algorithm for SAR Scene Classification Based on Spatial Statistical Modeling and Features Re-Calibration. Sensors 19:11, pages 2479.
Crossref
Crossref
Bin Li, Junbo Wei, Lu Wang, Bochao Ma & Mingxia Xu. (2018) A comparative analysis of two point cloud volume calculation methods. International Journal of Remote Sensing 40:8, pages 3227-3246.
Crossref
Crossref
C. Munyati. (2019) Comparative performance of regression tree and parametric classification of savannah woody cover on SPOT 6 NAOMI imagery. Remote Sensing Applications: Society and Environment 13, pages 171-182.
Crossref
Crossref
K. Benjamin Gustafson, Peter S. Coates, Cali L. Roth, Michael P. Chenaille, Mark A. Ricca, Erika Sanchez-Chopitea & Michael L. Casazza. (2018) Using object-based image analysis to conduct high- resolution conifer extraction at regional spatial scales. International Journal of Applied Earth Observation and Geoinformation 73, pages 148-155.
Crossref
Crossref
Niti Mishra, Kumar Mainali, Bharat Shrestha, Jackson Radenz & Debendra Karki. (2018) Species-Level Vegetation Mapping in a Himalayan Treeline Ecotone Using Unmanned Aerial System (UAS) Imagery. ISPRS International Journal of Geo-Information 7:11, pages 445.
Crossref
Crossref
Guanyu Ma, Qing Zhao, Qiang Wang & Min Liu. (2018) On the Effects of InSAR Temporal Decorrelation and Its Implications for Land Cover Classification: The Case of the Ocean-Reclaimed Lands of the Shanghai Megacity. Sensors 18:9, pages 2939.
Crossref
Crossref
Su Ye, Robert Gilmore PontiusJr.Jr. & Rahul Rakshit. (2018) A review of accuracy assessment for object-based image analysis: From per-pixel to per-polygon approaches. ISPRS Journal of Photogrammetry and Remote Sensing 141, pages 137-147.
Crossref
Crossref
Herbet Tichaona Mareya, Paradzayi Tagwireyi, Henry Ndaimani, Tawanda Winmore Gara & David Gwenzi. (2018) Estimating Tree Crown Area and Aboveground Biomass in Miombo Woodlands From High-Resolution RGB-Only Imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 11:3, pages 868-875.
Crossref
Crossref
Dibyajyoti Chutia, Dhruba Kumar Bhattacharyya, Jaganath Sarma & Penumetcha Narasa Lakshmi Raju. (2017) An effective ensemble classification framework using random forests and a correlation based feature selection technique. Transactions in GIS 21:6, pages 1165-1178.
Crossref
Crossref
Yanfeng Gu, Jocelyn Chanussot, Xiuping Jia & Jon Atli Benediktsson. (2017) Multiple Kernel Learning for Hyperspectral Image Classification: A Review. IEEE Transactions on Geoscience and Remote Sensing 55:11, pages 6547-6565.
Crossref
Crossref
Gong Cheng, Junwei Han & Xiaoqiang Lu. (2017) Remote Sensing Image Scene Classification: Benchmark and State of the Art. Proceedings of the IEEE 105:10, pages 1865-1883.
Crossref
Crossref
Sarah E. McCord, Michaela Buenemann, Jason W. Karl, Dawn M. Browning & Brian C. Hadley. (2017) Integrating Remotely Sensed Imagery and Existing Multiscale Field Data to Derive Rangeland Indicators: Application of Bayesian Additive Regression Trees. Rangeland Ecology & Management 70:5, pages 644-655.
Crossref
Crossref
Tao Zhou, Jianjun Pan, Peiyu Zhang, Shanbao Wei & Tao Han. (2017) Mapping Winter Wheat with Multi-Temporal SAR and Optical Images in an Urban Agricultural Region. Sensors 17:6, pages 1210.
Crossref
Crossref
Hugo Costa, Giles M. Foody & Doreen S. Boyd. (2017) Using mixed objects in the training of object-based image classifications. Remote Sensing of Environment 190, pages 188-197.
Crossref
Crossref
Saad A. Alsharrah, Rachid Bouabid, David A. Bruce, Sekhar Somenahalli & Paul A. Corcoran. (2016) Use of shadow for enhancing mapping of perennial desert plants from high-spatial resolution multispectral and panchromatic satellite imagery. Journal of Applied Remote Sensing 10:3, pages 036008.
Crossref
Crossref
Gong Cheng & Junwei Han. (2016) A survey on object detection in optical remote sensing images. ISPRS Journal of Photogrammetry and Remote Sensing 117, pages 11-28.
Crossref
Crossref
Niti B. Mishra, Kumar P. Mainali & Kelley A. Crews. (2016) Modelling spatiotemporal variability in fires in semiarid savannas: a satellite-based assessment around Africa’s largest protected area. International Journal of Wildland Fire 25:7, pages 730-741.
Crossref
Crossref
Mariana Belgiu & Lucian Drăguţ. (2016) Random forest in remote sensing: A review of applications and future directions. ISPRS Journal of Photogrammetry and Remote Sensing 114, pages 24-31.
Crossref
Crossref
Anders Juel, Geoffrey Brian Groom, Jens-Christian Svenning & Rasmus Ejrnæs. (2015) Spatial application of Random Forest models for fine-scale coastal vegetation classification using object based analysis of aerial orthophoto and DEM data. International Journal of Applied Earth Observation and Geoinformation 42, pages 106-114.
Crossref
Crossref
Quanlong Feng, Jianhua Gong, Jiantao Liu & Yi Li. (2015) Flood Mapping Based on Multiple Endmember Spectral Mixture Analysis and Random Forest Classifier—The Case of Yuyao, China. Remote Sensing 7:9, pages 12539-12562.
Crossref
Crossref
Niti Mishra, Kelley Crews, Jennifer Miller & Thoralf Meyer. (2015) Mapping Vegetation Morphology Types in Southern Africa Savanna Using MODIS Time-Series Metrics: A Case Study of Central Kalahari, Botswana. Land 4:1, pages 197-215.
Crossref
Crossref
Quanlong Feng, Jiantao Liu & Jianhua Gong. (2015) UAV Remote Sensing for Urban Vegetation Mapping Using Random Forest and Texture Analysis. Remote Sensing 7:1, pages 1074-1094.
Crossref
Crossref
Rei Sonobe, Hiroshi Tani, Xiufeng Wang, Nobuyuki Kobayashi & Hideki Shimamura. (2015) Discrimination of crop types with TerraSAR-X-derived information. Physics and Chemistry of the Earth, Parts A/B/C 83-84, pages 2-13.
Crossref
Crossref