Deep learning-based individual tree crown delineation in mangrove forests using very-high-resolution satellite imagery

No abstract is available for this paper.

• Publication year

  2022

• Venue

  Isprs Journal of Photogrammetry and Remote Sensing

• Publication date

  2022-07-01

• Fields of study

  Not labeled

• Identifiers
  DOI 10.1016/j.isprsjprs.2022.05.002
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• Comparison of Classical Methods and Mask R-CNN for Automatic Tree Detection and Mapping Using UAV Imagery

  2022cited by this paper
• Individual tree crown segmentation from airborne LiDAR data using a novel Gaussian filter and energy function minimization-based approach

  2021cited by this paper
• Mapping multi-layered mangroves from multispectral, hyperspectral, and LiDAR data

  2021cited by this paper
• Oblique view individual tree crown delineation

  2021cited by this paper
• Monitoring natural and anthropogenic plant stressors by hyperspectral remote sensing: Recommendations and guidelines based on a meta-review.

  2021cited by this paper
• Accurate mapping of Brazil nut trees (Bertholletia excelsa) in Amazonian forests using WorldView-3 satellite images and convolutional neural networks

  2021cited by this paper
• Early detection of forest stress from European spruce bark beetle attack, and a new vegetation index: Normalized distance red & SWIR (NDRS)

  2021cited by this paper
• Multi-task fully convolutional network for tree species mapping in dense forests using small training hyperspectral data

  2021cited by this paper
• Delineation of Individual Tree Crowns Using High Spatial Resolution Multispectral WorldView-3 Satellite Imagery

  2021cited by this paper
• Automated tree-crown and height detection in a young forest plantation using mask region-based convolutional neural network (Mask R-CNN)

  2021cited by this paper
• Individual tree crown detection from high spatial resolution imagery using a revised local maximum filtering

  2021cited by this paper
• Deep learning-based tree species mapping in a highly diverse tropical urban setting

  2021cited by this paper
• Mapping urban tree species by integrating multi-seasonal high resolution pléiades satellite imagery with airborne LiDAR data

  2020cited by this paper
• A multi-sensor, multi-scale approach to mapping tree mortality in woodland ecosystems

  2020cited by this paper
• Tree Crown Delineation Algorithm Based on a Convolutional Neural Network

  2020cited by this paper
• Monitoring the incidence of Xylella fastidiosa infection in olive orchards using ground-based evaluations, airborne imaging spectroscopy and Sentinel-2 time series through 3-D radiative transfer modelling

  2020cited by this paper
• Development and application of a new mangrove vegetation index (MVI) for rapid and accurate mangrove mapping

  2020cited by this paper
• AVIRIS–NG HYPERSPECTRAL DATA FOR MAPPING MANGROVE FORESTS AND THEIR HEALTH SPATIALLY: A CASE STUDY OF INDIAN SUNDARBANS

  2020cited by this paper
• Mapping distribution of Sundarban mangroves using Sentinel-2 data and new spectral metric for detecting their health condition

  2020cited by this paper
• Individual tree detection and species classification of Amazonian palms using UAV images and deep learning

  2020cited by this paper
• Deep Learning-Based Automated Forest Health Diagnosis From Aerial Images

  2020cited by this paper
• Estimation of vegetation stress in the mangrove forest using AVIRIS-NG airborne hyperspectral data

  2020cited by this paper
• Delineation of Tree Patches in a Mangrove-Marsh Transition Zone by Watershed Segmentation of Aerial Photographs

  2020cited by this paper
• Mapping the condition of macadamia tree crops using multi-spectral UAV and WorldView-3 imagery

  2020cited by this paper
• Mapping complex coastal wetland mosaics in Gabon for informed ecosystem management: use of object‐based classification

  2020cited by this paper
• Finer Resolution Estimation and Mapping of Mangrove Biomass Using UAV LiDAR and WorldView-2 Data

  2019cited by this paper
• A review of remote sensing for mangrove forests: 1956–2018

  2019cited by this paper
• Classification of Mangrove Species Using Combined WordView-3 and LiDAR Data in Mai Po Nature Reserve, Hong Kong

  2019cited by this paper
• Monitoring recent changes of vegetation in Fildes Peninsula (King George Island, Antarctica) through satellite imagery guided by UAV surveys.

  2019cited by this paper
• Tree species classification in tropical forests using visible to shortwave infrared WorldView-3 images and texture analysis

  2019cited by this paper
• A New Vegetation Index to Detect Periodically Submerged Mangrove Forest Using Single-Tide Sentinel-2 Imagery

  2019cited by this paper
• Distinct characteristics of canopy gaps in the subtropical mangroves of Moreton Bay, Australia

  2019cited by this paper
• Mapping the Mangrove Forest Canopy Using Spectral Unmixing of Very High Spatial Resolution Satellite Images

  2019cited by this paper
• Individual mangrove tree measurement using UAV-based LiDAR data: Possibilities and challenges

  2019cited by this paper
• Using the U‐net convolutional network to map forest types and disturbance in the Atlantic rainforest with very high resolution images

  2019cited by this paper
• Object-Based Mangrove Species Classification Using Unmanned Aerial Vehicle Hyperspectral Images and Digital Surface Models

  2018cited by this paper
• Mangrove canopy height globally related to precipitation, temperature and cyclone frequency

  2018cited by this paper
• Remote sensing of mangrove forest phenology and its environmental drivers

  2018cited by this paper
• Combining high spatial resolution multi-temporal satellite data with leaf-on LiDAR to enhance tree species discrimination at the crown level

  2018cited by this paper
• Individual Tree Crown Detection and Delineation From Very-High-Resolution UAV Images Based on Bias Field and Marker-Controlled Watershed Segmentation Algorithms

  2018cited by this paper
• The advantages of using drones over space-borne imagery in the mapping of mangrove forests

  2018cited by this paper
• The Global Mangrove Watch - A New 2010 Global Baseline of Mangrove Extent

  2018cited by this paper
• Individual tree crown delineation in a highly diverse tropical forest using very high resolution satellite images

  2018cited by this paper
• Retrieving structural and chemical properties of individual tree crowns in a highly diverse tropical forest with 3D radiative transfer modeling and imaging spectroscopy

  2018cited by this paper
• Change in drivers of mangrove crown displacement along a salinity stress gradient

  2018cited by this paper
• A remote sensing-based model of tidal marsh aboveground carbon stocks for the conterminous United States

  2018cited by this paper
• Detection of individual trees in urban alignment from airborne data and contextual information: A marked point process approach

  2018cited by this paper
• Focal Loss for Dense Object Detection

  2017cited by this paper
• An assessment of commonly employed satellite-based remote sensors for mapping mangrove species in Mexico using an NDVI-based classification scheme

  2017cited by this paper
• Stem growth and phenology of three subtropical mangrove tree species

  2017cited by this paper
• Forestry applications of UAVs in Europe: a review

  2017cited by this paper
• Aberystwyth University Distribution and Drivers of Global Mangrove Forest Change, 1996-2010

  2017cited by this paper
• Impacts of climate change on mangrove ecosystems: a region by region overview

  2016cited by this paper
• Oil spill impacts on mangroves: Recommendations for operational planning and action based on a global review.

  2016cited by this paper
• The protective service of mangrove ecosystems: A review of valuation methods.

  2016cited by this paper
• Mapping tree species diversity of a tropical montane forest by unsupervised clustering of airborne imaging spectroscopy data

  2016cited by this paper
• Assessment of multi-resolution image data for mangrove leaf area index mapping

  2016cited by this paper
• Review of studies on tree species classification from remotely sensed data

  2016cited by this paper
• How to assess the accuracy of the individual tree-based forest inventory derived from remotely sensed data: a review

  2016cited by this paper
• Deep Residual Learning for Image Recognition

  2015cited by this paper
• Determination of the age of oil palm from crown projection area detected from WorldView-2 multispectral remote sensing data: The case of Ejisu-Juaben district, Ghana

  2015cited by this paper
• On the use of binary partition trees for the tree crown segmentation of tropical rainforest hyperspectral images

  2015cited by this paper
• Object-Based Approach for Multi-Scale Mangrove Composition Mapping Using Multi-Resolution Image Datasets

  2015cited by this paper
• Mangrove tree crown delineation from high-resolution imagery

  2015cited by this paper
• Mapping and Characterizing Selected Canopy Tree Species at the Angkor World Heritage Site in Cambodia Using Aerial Data

  2015cited by this paper
• Characterizing the Spatial Structure of Mangrove Features for Optimizing Image-Based Mangrove Mapping

  2014cited by this paper
• Nearest-neighbor diffusion-based pan-sharpening algorithm for spectral images

  2014cited by this paper
• How mangrove forests adjust to rising sea level.

  2014cited by this paper
• Estimating major ion and nutrient concentrations in mangrove estuaries in Everglades National Park using leaf and satellite reflectance

  2014cited by this paper
• Tree crown delineation and tree species classification in boreal forests using hyperspectral and ALS data

  2014cited by this paper
• Extraction of Mangrove Biophysical Parameters Using Airborne LiDAR

  2013cited by this paper
• Review of valuation methods for mangrove ecosystem services

  2012cited by this paper
• Carbon sequestration in mangrove forests

  2012cited by this paper
• Fate and effects of anthropogenic chemicals in mangrove ecosystems: a review.

  2011cited by this paper
• Patterns of Root Dynamics in Mangrove Forests Along Environmental Gradients in the Florida Coastal Everglades, USA

  2011cited by this paper
• Estimation of above-ground biomass of mangrove forests using high-resolution satellite data

  2011cited by this paper
• A comparison of three methods for automatic tree crown detection and delineation from high spatial resolution imagery

  2011cited by this paper
• Satellite remote sensing of mangrove forests: Recent advances and future opportunities

  2011cited by this paper
• A review of methods for automatic individual tree-crown detection and delineation from passive remote sensing

  2011cited by this paper
• Estimating average tree crown size using spatial information from Ikonos and QuickBird images: Across-sensor and across-site comparisons

  2010cited by this paper
• Active contour and hill climbing for tree crown detection and delineation.

  2010cited by this paper
• The Biology of Mangroves and Seagrasses

  2008cited by this paper
• Identification of gaps in mangrove forests with airborne LIDAR

  2008cited by this paper
• Environmental drivers in mangrove establishment and early development: A review

  2008cited by this paper
• A World Without Mangroves?

  2007cited by this paper
• The delineation of tree crowns in Australian mixed species forests using hyperspectral Compact Airborne Spectrographic Imager (CASI) data

  2006cited by this paper
• Above-ground biomass of mangrove species. I. Analysis of models

  2005cited by this paper
• Shadow allometry: Estimating tree structural parameters using hyperspatial image analysis

  2005cited by this paper
• Individual Tree-Crown Delineation and Treetop Detection in High-Spatial-Resolution Aerial Imagery

  2004cited by this paper
• Automated tree crown detection and delineation in high-resolution digital camera imagery of coniferous forest regeneration

  2002cited by this paper
• Allometric Relationships for Estimating Biomass in Multi-stemmed Mangrove Trees

  1997cited by this paper
• Theory of edge detection

  1979cited by this paper
• Weighted kappa: Nominal scale agreement provision for scaled disagreement or partial credit.

  1968cited by this paper

• A semi-supervised framework for UAV-based individual tree crown segmentation in structurally heterogeneous planted forests

  2026cites this paper
• UAV-based monitoring of Sonneratia apetala through individual crown segmentation using improved MaskSCFormer model

  2026cites this paper
• An Explainable Multi-Agent Framework for Real-Time Tree Detection and Canopy Segmentation in Remote-Sensed Imagery

  2025cites this paper
• Adapting Pre-trained Large Model to Robust Individual Tree Crown Detection From UAV Optical Images

  2025cites this paper
• Free from manually defined potential regions: Large-scale mangrove monitoring based on self-supervised geospatially-aligned prototype learning

  2025cites this paper
• ITC-YOLO: An improved YOLOv8 model for individual tree crown segmentation in complex forest environments

  2025cites this paper
• How precise is precise enough? Tree crown segmentation using high resolution close-up multispectral UAV images and its effect on NDVI accuracy in Fraxinus excelsior L. trees

  2025cites this paper
• Tree Detection and Delineation on Aerial Imagery of Indonesia's Forestry Using YOLO11 Deep Learning Architecture

  2025cites this paper
• Unveiling seaward expansion pattern in mangrove forests using UAV remote sensing and deep learning

  2025cites this paper
• Leveraging SAM 2 and LiDAR for Automated Individual Tree Crown Delineation: A Comparative Evaluation of Prompting Methods

  2025cites this paper
• Forest Three-Dimensional Reconstruction Method Based on High-Resolution Remote Sensing Image Using Tree Crown Segmentation and Individual Tree Parameter Extraction Model

  2025cites this paper
• A Bottom-Up Multi-Feature Fusion Algorithm for Individual Tree Segmentation in Dense Rubber Tree Plantations Using Unmanned Aerial Vehicle–Light Detecting and Ranging

  2025cites this paper
• Super-resolution supporting individual tree detection and canopy stratification using half-meter aerial data

  2025cites this paper
• Harnessing Artificial Intelligence, Machine Learning and Deep Learning for Sustainable Forestry Management and Conservation: Transformative Potential and Future Perspectives

  2025influential citation
• Tropical Forest Carbon Accounting Through Deep Learning-Based Species Mapping and Tree Crown Delineation

  2025cites this paper
• Individual tree crown delineation in high resolution aerial RGB imagery using StarDist-based model

  2025cites this paper
• Assessment of Pine Tree Crown Delineation Algorithms on UAV Data: From K-Means Clustering to CNN Segmentation

  2025cites this paper
• A Review of Individual Tree Crown Detection and Delineation From Optical Remote Sensing Images: Current progress and future

  2025cites this paper
• Integration of Hyperspectral Imaging and Deep Learning for Sustainable Mangrove Management and Sustainable Development Goals Assessment

  2025cites this paper
• Ground Truthing Strategies for Automatic Tree Crown Segmentation of Mangrove Forests Along the Batangas Coastline, Philippines using High-Resolution Imagery and Deep Learning

  2025cites this paper
• An Unsupervised Approach to Build a Training Dataset for Individual Tree Crown Delineation Using Airborne Lidar and Field Observations

  2024cites this paper
• MangroveSeg: Deep-Supervision-Guided Feature Aggregation Network for Mangrove Detection and Segmentation in Satellite Images

  2024cites this paper
• Automatic detection tree crown and height using Mask R-CNN based on unmanned aerial vehicles images for biomass mapping

  2024cites this paper
• AdaTreeFormer: Few Shot Domain Adaptation for Tree Counting from a Single High-Resolution Image

  2024cites this paper
• Two-step carbon storage estimation in human settlements in urban areas using airborne LiDAR and Sentinel-2 data based on machine learning

  2024cites this paper
• Estimation of Garden Chrysanthemum Crown Diameter Using Unmanned Aerial Vehicle (UAV)-Based RGB Imagery

  2024influential citation
• Monitoring dynamic mangrove landscape patterns in China: Effects of natural and anthropogenic forcings during 1985-2020

  2024cites this paper
• Low-severity spruce beetle infestation mapped from high-resolution satellite imagery with a convolutional network

  2024cites this paper
• A Weakly Supervised Semantic Segmentation Framework for Medium-Resolution Forest Classification With Noisy Labels and GF-1 WFV Images

  2024cites this paper
• Leveraging optimal UAV-lidar features for two CNN approaches to delineate mangrove tree crowns

  2024cites this paper
• Status, advancements and prospects of deep learning methods applied in forest studies

  2024cites this paper
• Carbon Stock Estimation at Scale from Aerial and Satellite Imagery

  2024cites this paper
• Individual Tree Detection and Crown Delineation in the Harz National Park from 2009 to 2022 using Mask R-CNN and Aerial Imagery

  2024cites this paper
• Satellite Remote Sensing Images of Crown Segmentation and Forest Inventory Based on BlendMask

  2024cites this paper
• High resolution remote sensing recognition of elm sparse forest via deep-learning-based semantic segmentation

  2024cites this paper
• Is Your Training Data Really Ground Truth? A Quality Assessment of Manual Annotation for Individual Tree Crown Delineation

  2024cites this paper
• Scale Pyramid Graph Network for Hyperspectral Individual Tree Segmentation

  2024cites this paper
• Fine-Scale Mangrove Species Classification Based on UAV Multispectral and Hyperspectral Remote Sensing Using Machine Learning

  2024cites this paper
• Multi-Semantic Markov Random Field Model for Semantic Segmentation of High-Resolution Remote Sensing Images

  2024cites this paper
• A Deep Learning Approach to Individual Tree Crown Detection from Airborne LiDAR Data in a Mixed-Wood Forest

  2024cites this paper
• TreeSeg - A Toolbox for Fully Automated Tree Crown Segmentation Based on High-Resolution Multispectral UAV Data

  2024cites this paper
• Automated tree crown labeling with 3D radiative transfer modelling achieves human comparable performances for tree segmentation in semi-arid landscapes

  2024cites this paper
• Advancing mangrove species mapping: An innovative approach using Google Earth images and a U-shaped network for individual-level Sonneratia apetala detection

  2024cites this paper
• High-resolution sensors and deep learning models for tree resource monitoring

  2024cites this paper
• Annual change in the distribution and landscape health of mangrove ecosystems in China from 2016 to 2023 with Sentinel imagery

  2024cites this paper
• Individual tree crown width detection from unmanned aerial vehicle images using a revised local transect method

  2023cites this paper
• Combination of UAV Photogrammetry and Field Inventories Enables Description of Height-Diameter Relationship within Semi-Arid Silvopastoral Systems

  2023cites this paper
• The Effect of Individual Learning on Improvement the Quality of Training of the Staff of Eghtesad Novin Bank

  2023cites this paper
• Transferability of a Mask R–CNN model for the delineation and classification of two species of regenerating tree crowns to untrained sites

  2023cites this paper
• Convolution Feature Inference-Based Semantic Understanding Method for Remote Sensing Images of Mangrove Forests

  2023cites this paper
• Mangrove Tree Species Classification Based on Leaf, Stem, and Seed Characteristics Using Convolutional Neural Networks with K-Folds Cross Validation Optimalization

  2023cites this paper
• Tree Crown Detection and Delineation in a Temperate Deciduous Forest from UAV RGB Imagery Using Deep Learning Approaches: Effects of Spatial Resolution and Species Characteristics

  2023cites this paper
• Large-Scale Date Palm Tree Segmentation from Multiscale UAV-Based and Aerial Images Using Deep Vision Transformers

  2023cites this paper
• Individual Tree Crown Delineation and Biomass Estimation from LiDAR Data in Gorgona Island, Colombia

  2023cites this paper
• Detection and Mapping of Chestnut Using Deep Learning from High-Resolution UAV-Based RGB Imagery

  2023cites this paper
• Mapping the number of mangrove trees in the Guangdong-Hong Kong-Macao Greater Bay Area.

  2023cites this paper
• The co-effect of image resolution and crown size on deep learning for individual tree detection and delineation

  2023cites this paper
• Tree Stem Detection and Crown Delineation in a Structurally Diverse Deciduous Forest Combining Leaf-On and Leaf-Off UAV-SfM Data

  2023cites this paper
• Examination of the performance of ASEL and MPViT algorithms for classifying mangrove species of multiple natural reserves of Beibu Gulf, south China

  2023cites this paper
• A Novel Approach to Match Individual Trees between Aerial Photographs and Airborne LiDAR Data

  2023cites this paper
• Mangrove monitoring revealed by MDPrePost-Net using archived Landsat imageries

  2023cites this paper
• TreeFormer: A Semi-Supervised Transformer-Based Framework for Tree Counting From a Single High-Resolution Image

  2023cites this paper
• Seeing the Forest for the Trees: Mapping Cover and Counting Trees from Aerial Images of a Mangrove Forest Using Artificial Intelligence

  2023cites this paper
• A new framework for GEOBIA: accurate individual plant extraction and detection using high-resolution RGB data from UAVs

  2023influential citation
• Detecting subpixel human settlements in mountains using deep learning: A case of the Hindu Kush Himalaya 1990–2020

  2023cites this paper
• Understanding the natural expansion of white mangrove (Laguncularia racemosa) in an ephemeral inlet based on geomorphological analysis and remote sensing data.

  2023cites this paper
• Deep learning enables image-based tree counting, crown segmentation, and height prediction at national scale

  2023cites this paper
• Exploiting hyperspectral and multispectral images in the detection of tree species: A review

  2023cites this paper
• Advances in multi- and hyperspectral remote sensing of mangrove species: A synthesis and study case on airborne and multisource spaceborne imagery

  2023cites this paper
• Improving Individual Tree Crown Detection and Species Classification in a Complex Mixed Conifer–Broadleaf Forest Using Two Machine Learning Models with Different Combinations of Metrics Derived from UAV Imagery

  year unknowncites this paper