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415 Results Found

  • Article
  • Open Access
13 Citations
6,123 Views
24 Pages

Very High-Resolution Imagery and Machine Learning for Detailed Mapping of Riparian Vegetation and Substrate Types

  • Edvinas Rommel,
  • Laura Giese,
  • Katharina Fricke,
  • Frederik Kathöfer,
  • Maike Heuner,
  • Tina Mölter,
  • Paul Deffert,
  • Maryam Asgari,
  • Paul Näthe and
  • Björn Baschek
  • + 6 authors

16 February 2022

Riparian zones fulfill diverse ecological and economic functions. Sustainable management requires detailed spatial information about vegetation and hydromorphological properties. In this study, we propose a machine learning classification workflow to...

  • Article
  • Open Access
9 Citations
3,181 Views
24 Pages

1 April 2022

Soil organic matter (SOM) plays pivotal roles in characterizing dryland structure and function; however, remotely sensed spatially-detailed SOM mapping in these regions remains a challenge. Various digital soil mapping approaches based on either sing...

  • Article
  • Open Access
2 Citations
4,431 Views
24 Pages

Automated versus Manual Mapping of Gravel Pit Lakes from South-Eastern Romania for Detailed Morphometry and Vegetation

  • Petre Bretcan,
  • Daniel Dunea,
  • Gabriel Vintescu,
  • Danut Tanislav,
  • Martina Zelenakova,
  • Laurențiu Predescu,
  • Gheorghe Șerban,
  • Dariusz Borowiak,
  • Ioan Rus and
  • Răzvan-Cristian Muntean
  • + 8 authors

9 June 2022

In recent years, the accelerated development of the remote sensing domain and the improvement of the resolution and frequency of satellite images allowed the increase in the accuracy of the evaluation of morphometric characteristics and the spatiotem...

  • Article
  • Open Access
22 Citations
7,002 Views
18 Pages

Mapping Vegetation at Species Level with High-Resolution Multispectral and Lidar Data Over a Large Spatial Area: A Case Study with Kudzu

  • Wanwan Liang,
  • Mongi Abidi,
  • Luis Carrasco,
  • Jack McNelis,
  • Liem Tran,
  • Yingkui Li and
  • Jerome Grant

12 February 2020

Mapping vegetation species is critical to facilitate related quantitative assessment, and mapping invasive plants is important to enhance monitoring and management activities. Integrating high-resolution multispectral remote-sensing (RS) images and l...

  • Article
  • Open Access
140 Citations
19,376 Views
21 Pages

20 November 2007

Effective assessment of biodiversity in cities requires detailed vegetation maps.To date, most remote sensing of urban vegetation has focused on thematically coarse landcover products. Detailed habitat maps are created by manual interpretation of aer...

  • Article
  • Open Access
86 Citations
11,633 Views
18 Pages

1 September 2016

Aquatic vegetation has important ecological and regulatory functions and should be monitored in order to detect ecosystem changes. Field data collection is often costly and time-consuming; remote sensing with unmanned aircraft systems (UASs) provides...

  • Technical Note
  • Open Access
10 Citations
3,829 Views
13 Pages

Vegetation Mapping in the Permafrost Region: A Case Study on the Central Qinghai-Tibet Plateau

  • Defu Zou,
  • Lin Zhao,
  • Guangyue Liu,
  • Erji Du,
  • Guojie Hu,
  • Zhibin Li,
  • Tonghua Wu,
  • Xiaodong Wu and
  • Jie Chen

5 January 2022

An accurate and detailed vegetation map is of crucial significance for understanding the spatial heterogeneity of subsurfaces, which can help to characterize the thermal state of permafrost. The absence of an alpine swamp meadow (ASM) type, or an ins...

  • Article
  • Open Access
13 Citations
5,784 Views
18 Pages

22 June 2017

A major challenge in hydrologic modeling remains the mapping of vegetation dynamics in an urban landscape. The impact of vegetation on interception storage varies over time and needs to be quantified in order to enable proper management of water reso...

  • Article
  • Open Access
7 Citations
7,290 Views
24 Pages

Geographic Object-Based Image Analysis Framework for Mapping Vegetation Physiognomic Types at Fine Scales in Neotropical Savannas

  • Fernanda F. Ribeiro,
  • Dar A. Roberts,
  • Laura L. Hess,
  • Frank W. Davis,
  • Kelly K. Caylor and
  • Gabriel Antunes Daldegan

27 May 2020

Regional maps of vegetation structure are necessary for delineating species habitats and for supporting conservation and ecological analyses. A systematic approach that can discriminate a wide range of meaningful and detailed vegetation classes is st...

  • Article
  • Open Access
56 Citations
13,422 Views
19 Pages

25 February 2011

Conventional discrete return airborne lidar systems, used in the commercial sector for efficient generation of high quality spatial data, have been considered for the past decade to be an ideal choice for various mapping applications. Unlike two-dime...

  • Article
  • Open Access
35 Citations
8,548 Views
25 Pages

Habitat Mapping and Quality Assessment of NATURA 2000 Heathland Using Airborne Imaging Spectroscopy

  • Birgen Haest,
  • Jeroen Vanden Borre,
  • Toon Spanhove,
  • Guy Thoonen,
  • Stephanie Delalieux,
  • Lammert Kooistra,
  • Caspar A. Mücher,
  • Desiré Paelinckx,
  • Paul Scheunders and
  • Pieter Kempeneers

15 March 2017

Appropriate management of (semi-)natural areas requires detailed knowledge of the ecosystems present and their status. Remote sensing can provide a systematic, synoptic view at regular time intervals, and is therefore often suggested as a powerful to...

  • Article
  • Open Access
12 Citations
4,065 Views
19 Pages

Mapping Wetland Types in Semiarid Floodplains: A Statistical Learning Approach

  • Megan Powell,
  • Grant Hodgins,
  • Tim Danaher,
  • Joanne Ling,
  • Michael Hughes and
  • Li Wen

13 March 2019

Detailed vegetation maps are needed for wetland conservation and restoration as different vegetation communities have distinct water requirements. It is a continuous challenge to map the distribution of different wetland types on a regional scale, an...

  • Article
  • Open Access
36 Citations
7,146 Views
15 Pages

7 March 2017

Monitoring of aquatic vegetation is an important component in the assessment of freshwater ecosystems. Remote sensing with unmanned aircraft systems (UASs) can provide sub-decimetre-resolution aerial images and is a useful tool for detailed vegetatio...

  • Article
  • Open Access
30 Citations
5,971 Views
21 Pages

14 June 2019

Coastal dunes provide the hinterland with natural protection from marine dynamics. The specialized plant species that constitute dune vegetation communities are descriptive of the dune evolution status, which in turn reveals the ongoing coastal dynam...

  • Article
  • Open Access
1 Citations
2,491 Views
23 Pages

How Accurately and in What Detail Can Land Use and Land Cover Be Mapped Using Copernicus Sentinel and LUCAS 2022 Data?

  • Babak Ghassemi,
  • Emma Izquierdo-Verdiguier,
  • Raphaël d’Andrimont and
  • Francesco Vuolo

12 April 2025

This study explored the potential of the Land Use/Cover Area frame Survey (LUCAS) data for generating detailed Land Use and Land Cover (LULC) maps. Although earth observation (EO) satellites provide extensive temporal and spatial coverage, limited re...

  • Article
  • Open Access
2 Citations
1,791 Views
20 Pages

Enhancing Accuracy in Historical Forest Vegetation Mapping in Yunnan with Phenological Features, and Climatic and Elevation Variables

  • Jianbo Yang,
  • Detuan Liu,
  • Qian Li,
  • Dhanushka N. Wanasinghe,
  • Deli Zhai,
  • Gaojuan Zhao and
  • Jianchu Xu

3 October 2024

Human activities have both positive and negative impacts on forests, altering the extent and composition of various forest vegetation types, and increasing uncertainty in ecological management. A detailed understanding of the historical distribution...

  • Article
  • Open Access
7 Citations
3,010 Views
26 Pages

Forest Community Spatial Modeling Using Machine Learning and Remote Sensing Data

  • Artur Gafurov,
  • Vadim Prokhorov,
  • Maria Kozhevnikova and
  • Bulat Usmanov

13 April 2024

This study examines the application of unsupervised classification techniques in the mapping of forest vegetation, aiming to align vegetation cover with the Braun-Blanquet classification system through remote sensing. By leveraging Landsat 8 and 9 sa...

  • Article
  • Open Access
4 Citations
1,657 Views
22 Pages

Semi-Automatic Extraction of Hedgerows from High-Resolution Satellite Imagery

  • Anna Lilian Gardossi,
  • Antonio Tomao,
  • MD Abdul Mueed Choudhury,
  • Ernesto Marcheggiani and
  • Maurizia Sigura

24 April 2025

Small landscape elements are critical in ecological systems, encompassing vegetated and non-vegetated features. As vegetated elements, hedgerows contribute significantly to biodiversity conservation, erosion protection, and wind speed reduction withi...

  • Article
  • Open Access
90 Citations
14,315 Views
19 Pages

14 November 2014

There are growing demands for detailed and accurate land cover maps in land system research and planning. Macro-scale land cover maps normally cannot satisfy the studies that require detailed land cover maps at micro scales. In the meantime, applying...

  • Article
  • Open Access
16 Citations
5,345 Views
16 Pages

16 March 2019

We developed a land cover and land use mapping framework specifically designed for agricultural systems of the Sudan-Sahel region. The mapping approach extracts information from inter- and intra-annual vegetation dynamics from dense stacks of Landsat...

  • Article
  • Open Access
2 Citations
1,155 Views
22 Pages

3 July 2025

High thematic resolution vegetation mapping is essential for monitoring wetland ecosystems, supporting conservation, and guiding water management. However, producing accurate, fine-scale vegetation maps in large, heterogeneous floodplain wetlands rem...

  • Article
  • Open Access
887 Views
22 Pages

14 July 2025

This study advances vegetation and forest mapping in temperate mixed forests by integrating airborne hyperspectral imagery (HSI) and light detection and ranging (LiDAR) data, overcoming the limitations of conventional multispectral imaging. Employing...

  • Article
  • Open Access
63 Citations
14,919 Views
24 Pages

Mapping Arctic Tundra Vegetation Communities Using Field Spectroscopy and Multispectral Satellite Data in North Alaska, USA

  • Scott J. Davidson,
  • Maria J. Santos,
  • Victoria L. Sloan,
  • Jennifer D. Watts,
  • Gareth K. Phoenix,
  • Walter C. Oechel and
  • Donatella Zona

26 November 2016

The Arctic is currently undergoing intense changes in climate; vegetation composition and productivity are expected to respond to such changes. To understand the impacts of climate change on the function of Arctic tundra ecosystems within the global...

  • Article
  • Open Access
3 Citations
5,193 Views
31 Pages

22 March 2019

The quantitative characterization of landscape structure is critical to assess conservation, and monitor and manage biodiversity. The Mediterranean Basin is a biodiversity hotspot that illustrates the strong relationship between biodiversity and the...

  • Article
  • Open Access
17 Citations
6,575 Views
15 Pages

Improved Boreal Forest Wildfire Fuel Type Mapping in Interior Alaska Using AVIRIS-NG Hyperspectral Data

  • Christopher William Smith,
  • Santosh K. Panda,
  • Uma Suren Bhatt and
  • Franz J. Meyer

27 February 2021

In Alaska the current wildfire fuel map products were generated from low spatial (30 m) and spectral resolution (11 bands) Landsat 8 satellite imagery which resulted in map products that not only lack the granularity but also have insufficient accura...

  • Article
  • Open Access
74 Citations
10,275 Views
23 Pages

Detection and Delineation of Localized Flooding from WorldView-2 Multispectral Data

  • Radosław Malinowski,
  • Geoff Groom,
  • Wolfgang Schwanghart and
  • Goswin Heckrath

6 November 2015

Remote sensing technology serves as a powerful tool for analyzing geospatial characteristics of flood inundation events at various scales. However, the performance of remote sensing methods depends heavily on the flood characteristics and landscape s...

  • Article
  • Open Access
44 Citations
7,648 Views
22 Pages

2 April 2020

The classification of plant associations and their mapping play a key role in defining habitat biodiversity management, monitoring, and conservation strategies. In this work we present a methodological framework to map Mediterranean forest plant asso...

  • Article
  • Open Access
33 Citations
6,672 Views
16 Pages

Species-Level Vegetation Mapping in a Himalayan Treeline Ecotone Using Unmanned Aerial System (UAS) Imagery

  • Niti B. Mishra,
  • Kumar P. Mainali,
  • Bharat B. Shrestha,
  • Jackson Radenz and
  • Debendra Karki

Understanding ecological patterns and response to climate change requires unbiased data on species distribution. This can be challenging, especially in biodiverse but extreme environments like the Himalaya. This study presents the results of the firs...

  • Article
  • Open Access
4 Citations
4,607 Views
27 Pages

18 May 2021

Discriminating between woody plant species using a single image is not straightforward due to similarity in their spectral signatures, and limitations in the spatial resolution of many sensors. Seasonal changes in vegetation indices can potentially i...

  • Article
  • Open Access
1 Citations
1,982 Views
17 Pages

28 December 2023

This work presents a methodology for the hydrological characterization of natural and urban landscapes, focusing on accurate estimations of infiltration capacity and runoff characteristics. By combining existing methods from the literature, we create...

  • Article
  • Open Access
9 Citations
4,293 Views
19 Pages

Micro-Topography Mapping through Terrestrial LiDAR in Densely Vegetated Coastal Environments

  • Xukai Zhang,
  • Xuelian Meng,
  • Chunyan Li,
  • Nan Shang,
  • Jiaze Wang,
  • Yaping Xu,
  • Tao Wu and
  • Cliff Mugnier

Terrestrial Light Detection And Ranging (LiDAR), also referred to as terrestrial laser scanning (TLS), has gained increasing popularity in terms of providing highly detailed micro-topography with millimetric measurement precision and accuracy. Howeve...

  • Article
  • Open Access
20 Citations
7,268 Views
32 Pages

11 November 2019

Namibia is a very arid country, which has experienced significant bush encroachment and associated decreased livestock productivity. Therefore, it is essential to monitor bush encroachment and widespread debushing activities, including selective bush...

  • Article
  • Open Access
2 Citations
3,042 Views
22 Pages

27 November 2024

Spatial land cover depictions are essential for ecological and environmental management. The thematic resolution of land cover and vegetation maps is also a significant factor affecting the ability to effectively develop policy and land management de...

  • Article
  • Open Access
28 Citations
5,320 Views
14 Pages

26 August 2019

Accurate estimations of the extent of agricultural land abandonment (ALA) are critical to the sustainable management of agricultural resources and forestry, the understanding of ALA determinants, and the development of future agricultural policies. A...

  • Article
  • Open Access
1 Citations
2,233 Views
13 Pages

28 October 2022

The paper investigates using PlanetScope satellite images together with LiDAR data for automation of land use/cover (LULC) mapping and 3D vegetation characteristics in the aspect of mapping and monitoring of the secondary forest succession areas. The...

  • Article
  • Open Access
8 Citations
4,469 Views
23 Pages

InSAR-Driven Dynamic Landslide Hazard Mapping in Highly Vegetated Area

  • Liangxuan Yan,
  • Qianjin Xiong,
  • Deying Li,
  • Enok Cheon,
  • Xiangjie She and
  • Shuo Yang

31 August 2024

Landslide hazard mapping is important to urban construction and landslide risk management. Dynamic landslide hazard mapping considers landslide deformation with changes in the environment. It can show more details of the landslide process state. Land...

  • Review
  • Open Access
91 Citations
13,509 Views
27 Pages

26 November 2016

Most applications of land cover maps that have been derived from satellite data over the Arctic require higher thematic detail than available in current global maps. A range of application studies has been reviewed, including up-scaling of carbon flu...

  • Article
  • Open Access
1,025 Views
23 Pages

Characterization of Shrub Fuel Structure and Spatial Distribution Using Multispectral and 3D Multitemporal UAV Data

  • Ramón Alberto Díaz-Varela,
  • Cecilia Alonso-Rego,
  • Stéfano Arellano-Pérez,
  • Carlos Iván Briones-Herrera,
  • Juan Gabriel Álvarez-González and
  • Ana Daría Ruiz-González

12 April 2025

Shrubland vegetation plays a crucial role in ecological processes, but its conservation is facing threats due to climate change, wildfires, and human activities. Unmanned Aerial Vehicles (UAVs), or ‘drones’, have become valuable tools for...

  • Data Descriptor
  • Open Access
28 Citations
9,138 Views
12 Pages

17 March 2022

Taita Taveta County (TTC) is one of the world’s biodiversity hotspots in the highlands with some of the world’s megafaunas in the lowlands. Detailed mapping of the terrestrial ecosystem of the whole county is of global significance for bi...

  • Data Descriptor
  • Open Access
80 Citations
36,934 Views
10 Pages

A High-Resolution Map of Singapore’s Terrestrial Ecosystems

  • Leon Yan-Feng Gaw,
  • Alex Thiam Koon Yee and
  • Daniel Rex Richards

1 August 2019

The natural and semi-natural areas within cities provide important refuges for biodiversity, as well as many benefits to people. To study urban ecology and quantify the benefits of urban ecosystems, we need to understand the spatial extent and config...

  • Feature Paper
  • Article
  • Open Access
2 Citations
3,131 Views
20 Pages

Spatial Variability of Grape Berry Maturation Program at the Molecular Level

  • Ron Shmuleviz,
  • Alessandra Amato,
  • Pietro Previtali,
  • Elizabeth Green,
  • Luis Sanchez,
  • Maria Mar Alsina,
  • Nick Dokoozlian,
  • Giovanni Battista Tornielli and
  • Marianna Fasoli

The application of sensors in viticulture is a fast and efficient method to monitor grapevine vegetative, yield, and quality parameters and determine spatial intra-vineyard variability. Molecular analysis at the gene expression level can further cont...

  • Article
  • Open Access
10 Citations
4,050 Views
17 Pages

Sentinel-1 and Sentinel-2 Data to Detect Irrigation Events: Riaza Irrigation District (Spain) Case Study

  • Anna Balenzano,
  • Giuseppe Satalino,
  • Francesco Paolo Lovergine,
  • Annarita D’Addabbo,
  • Davide Palmisano,
  • Riccardo Grassi,
  • Ozlem Ozalp,
  • Francesco Mattia,
  • David Nafría García and
  • Vanessa Paredes Gómez

27 September 2022

This paper investigates the use of high resolution (~100 m) surface soil moisture (SSM) maps to detect irrigation occurrences, in time and space. The SSM maps have been derived from time series of Copernicus Sentinel-1 (S-1) and Sentinel-2 (S-2) obse...

  • Article
  • Open Access
20 Citations
8,292 Views
13 Pages

Mangroves at Their Limits: Detection and Area Estimation of Mangroves along the Sahara Desert Coast

  • Viviana Otero,
  • Katrien Quisthoudt,
  • Nico Koedam and
  • Farid Dahdouh-Guebas

18 June 2016

The northernmost and most arid mangrove ecosystem of West Africa is found in Mauritania, in the Parc National du Banc d’Arguin (PNBA). The existing global and regional maps of Mauritania’s mangroves have little detail, and available estimates of the...

  • Article
  • Open Access
1,573 Views
24 Pages

2 October 2024

Due to the impact of global warming, drought has caused serious damage to China’s ecological environment and social status. This article selects Laibin City in the Guangxi Zhuang Autonomous Region as the research area, utilizing multispectral r...

  • Article
  • Open Access
2 Citations
4,398 Views
17 Pages

Importance of Local Studies of Vascular Plant Communities in Conservation and Management: A Case Study in Susticacán, Zacatecas, Mexico

  • Leopoldo Hurtado-Reveles,
  • Mireya Burgos-Hernández,
  • Juan Carlos López-Acosta and
  • Monserrat Vázquez-Sánchez

9 October 2021

Some parts of the globe have a deficient vegetation coverage survey causing localized plant community qualities generalized from larger scales, hindering their particular configuration. This process is emphasized in megadiverse countries such as Mexi...

  • Article
  • Open Access
22 Citations
6,046 Views
18 Pages

Accuracy and Precision of Low-Cost Echosounder and Automated Data Processing Software for Habitat Mapping in a Large River

  • Jani Helminen,
  • Tommi Linnansaari,
  • Meghann Bruce,
  • Rebecca Dolson-Edge and
  • R. Allen Curry

19 July 2019

The development of consumer hydroacoustic systems continues to advance, enabling the use of low-cost methods for professional mapping purposes. Information describing habitat characteristics produced with a combination of low-cost commercial echosoun...

  • Article
  • Open Access
20 Citations
5,397 Views
25 Pages

10 December 2020

Time Series Segmentation and Residual Trend analysis (TSS-RESTREND) can detect an abrupt change that was undetected by Residual Trend analysis (RESTREND), but it is usually combined with the Global Inventory for Mapping and Modeling Studies (GIMMS) N...

  • Article
  • Open Access
22 Citations
5,343 Views
28 Pages

High Spatial and Temporal Resolution Energy Flux Mapping of Different Land Covers Using an Off-the-Shelf Unmanned Aerial System

  • Jake E. Simpson,
  • Fenner Holman,
  • Hector Nieto,
  • Ingo Voelksch,
  • Matthias Mauder,
  • Janina Klatt,
  • Peter Fiener and
  • Jed O. Kaplan

27 March 2021

With the development of low-cost, lightweight, integrated thermal infrared-multispectral cameras, unmanned aerial systems (UAS) have recently become a flexible complement to eddy covariance (EC) station methods for mapping surface energy fluxes of ve...

  • Article
  • Open Access
148 Views
18 Pages

13 January 2026

Coastal wetland vegetation exhibits pronounced spectral mixing, complex mosaic spatial patterns, and small target sizes, posing considerable challenges for fine-grained classification in high-resolution UAV imagery. At present, remote sensing classif...

  • Article
  • Open Access
30 Citations
7,889 Views
18 Pages

Mapping Wildfire Ignition Probability Using Sentinel 2 and LiDAR (Jerte Valley, Cáceres, Spain)

  • Yolanda Sánchez Sánchez,
  • Antonio Martínez-Graña,
  • Fernando Santos Francés and
  • Marina Mateos Picado

9 March 2018

Wildfire is a major threat to the environment, and this threat is aggravated by different climatic and socioeconomic factors. The availability of detailed, reliable mapping and periodic and immediate updates makes wildfire prevention and extinction w...

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