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Individual tree extraction through 3D promptable segmentation networks
Published 2025-08-01“…Abstract The extraction of individual trees from three‐dimensional (3D) forest point clouds plays a pivotal role in forest inventory updates, forest resource management, growth and yield estimation of trees, etc. …”
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3D-CNN with Multi-Scale Fusion for Tree Crown Segmentation and Species Classification
Published 2024-12-01“…This study combines deep learning with traditional image segmentation methods to improve individual tree crown detection and species classification. …”
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Metabolic activities are selective modulators for individual segmentation clock processes
Published 2025-01-01Get full text
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Individual differences in experiential diversity shape event segmentation granularity
Published 2025-08-01Get full text
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Individual Tree Segmentation Based on Region-Growing and Density-Guided Canopy 3-D Morphology Detection Using UAV LiDAR Data
Published 2025-01-01“…This study proposes a novel method that combines the canopy height model (CHM) and point cloud data for segmenting individual trees and employs height and density information for morphological detection of tree canopies. …”
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Individual Segmentation of Intertwined Apple Trees in a Row via Prompt Engineering
Published 2025-07-01“…Segmenting individual apple trees in dense orchard rows is challenging because of the complexity of outdoor illumination and intertwined branches. …”
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Fine-grained individual tree crown segmentation based on high-resolution images
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SPA-Net: An Offset-Free Proposal Network for Individual Tree Segmentation from TLS Data
Published 2025-07-01“…Individual tree segmentation (ITS) from terrestrial laser scanning (TLS) point clouds is foundational for deriving detailed forest structural parameters, crucial for precision forestry, biomass calculation, and carbon accounting. …”
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Object Segmentation and Ground Truth in 3D Embryonic Imaging.
Published 2016-01-01“…Finally, we propose an original method to generate reliable and experimentally faithful ground truth datasets: Sparse-dense dual-labeled embryo chimeras are used to unambiguously measure segmentation errors within experimental data. Together, the three steps outlined here establish a robust, iterative procedure to fine-tune image analysis algorithms and microscopy settings associated with embryonic 3D image data sets.…”
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TreePseCo: Scaling Individual Tree Crown Segmentation using Large Vision Models
Published 2025-05-01“…This paper presents TreePseCo, an adaptation of the PseCo framework leveraging foundation models for automated tree crown segmentation in aerial imagery. Our approach implements a three-stage pipeline: (1) tree center detection using a modified Segment Anything Model (SAM) decoder that generates probability heatmaps, (2) instance mask generation through prompt-guided segmentation utilizing SAM's visual features, and (3) boundary refinement via specialized classification to eliminate false positives. …”
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Individual tree segmentation in occluded complex forest stands through ellipsoid directional searching and point compensation
Published 2024-01-01“…Quantifying tree-scale attributes from TLS point clouds requires segmentation, yet the occlusion effects severely affect the accuracy of automated individual tree segmentation. …”
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Flatfish lesion detection based on part segmentation approach and lesion image generation
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An adaptive method for individual tree segmentation synthesizing canopy cover and competitive mechanism using UAV data
Published 2025-11-01“…Accurate individual tree segmentation (ITS) is crucial for precision forestry and small-scale carbon sink accounting; however, canopy overlap in complex forest stands—particularly in northern plantations, presents substantial challenges for conducting ITS using LiDAR point cloud. …”
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Point-Cloud Instance Segmentation for Spinning Laser Sensors
Published 2024-12-01“…To the best of our knowledge, this is the first work that faces the 3D segmentation problem from a 2D perspective without explicitly re-projecting 3D point clouds. …”
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Hidden semi-Markov models to segment reading phases from eye movements
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The trunk segmental motion complexity and balance performance in challenging seated perturbation among individuals with spinal cord injury
Published 2025-01-01“…Motion complexity parameters, quantified across three degrees of freedom, was assessed using relative angular acceleration from six trunk segments obtained through motion capturing system. …”
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