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Spatial resolution, spectral metrics and biomass are key aspects in estimating plant species richness from spectral diversity in species‐rich grasslands

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Remotely sensed spectral heterogeneity as a proxy of species diversity: Recent advances and open challenges

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Soil net nitrogen mineralisation across global grasslands

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Plant spectral diversity integrates functional and phylogenetic components of biodiversity and predicts ecosystem function

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Convolutional Neural Networks enable efficient, accurate and fine-grained segmentation of plant species and communities from high-resolution UAV imagery

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Climate-driven diversity loss in a grassland community

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Hyperspectral and Multispectral Data Fusion: A comparative review of the recent literature

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Legacy effects of grassland management on soil carbon to depth

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What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Uncovering the hidden: Leveraging sub-pixel spectral diversity to estimate plant diversity from space

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Is spectral pixel-to-pixel variation a reliable indicator of grassland biodiversity? A systematic assessment of the spectral variation hypothesis using spatial simulation experiments

inferred← citeshttps://doi.org/10.1016/j.rse.2024.114507openalex-snapshot

Evaluating the utility of hyperspectral data to monitor local-scale β-diversity across space and time

inferred← citeshttps://doi.org/10.1016/j.rse.2024.114582openalex-snapshot

Exploring spectral and phylogenetic diversity links with functional structure of aquatic plant communities

inferred← citeshttps://doi.org/10.1016/j.rse.2024.114583openalex-snapshot

Mapping the spatial distribution of species using airborne and spaceborne imaging spectroscopy: A case study of invasive plants

inferred← citeshttps://doi.org/10.1016/j.rse.2025.114907openalex-snapshot

Methodological considerations for studying spectral-plant diversity relationships

inferred← citeshttps://doi.org/10.1016/j.rse.2026.115501openalex-snapshot

Habitat-dependent and asymmetric drivers of spectral diversity–biodiversity relationships in temperate grasslands

inferred← citeshttps://doi.org/10.1016/j.rse.2026.115688openalex-snapshot

Uncertainties in optical remote sensing of plant diversity

inferred← citeshttps://doi.org/10.1016/j.scitotenv.2024.175084openalex-snapshot

Long-term grassland diversity-productivity relationship regulated by management regimes in northern China

inferred← citeshttps://doi.org/10.1029/2022jg007350openalex-snapshot

Effects of Spatial Resolution, Mapping Window Size, and Spectral Species Clustering on Remote Sensing of Plant Beta Diversity Using biodivMapR and Hyperspectral Imagery

inferred← citeshttps://doi.org/10.1029/2024ef004648openalex-snapshot

Remotely Sensed Variables Predict Grassland Diversity Better at Scales Below 1,000 km as Opposed to Abiotic Variables That Predict It Better at Larger Scales

inferred← citeshttps://doi.org/10.1029/2025jg009096openalex-snapshot

Advancing Mediterranean Biodiversity Monitoring in South Africa Through Machine Learning and Cost‐Effective UAS Imagery

inferred← citeshttps://doi.org/10.1038/s41467-022-30369-6openalex-snapshot

Plant beta-diversity across biomes captured by imaging spectroscopy

inferred← citeshttps://doi.org/10.1038/s41598-023-50308-9openalex-snapshot

Grassland vertical height heterogeneity predicts flower and bee diversity: an UAV photogrammetric approach

inferred← citeshttps://doi.org/10.1080/01431161.2024.2410959openalex-snapshot

Estimating plant β-diversity using airborne and spaceborne imaging spectroscopy

inferred← citeshttps://doi.org/10.1080/01431161.2025.2464958openalex-snapshot

eDNA biodiversity from space: predicting soil bacteria and fungi alpha diversity in forests using DESIS satellite remote sensing

inferred← citeshttps://doi.org/10.1080/14498596.2023.2229274openalex-snapshot

Fusion of PlanetScope and Sentinel 2 in assessing foliar C:N ratio in a rangeland

inferred← citeshttps://doi.org/10.1088/1748-9326/ad44b1openalex-snapshot

Exploring the spectral variation hypothesis for α- and β-diversity: a comparison of open vegetation and forests

inferred← citeshttps://doi.org/10.1088/1748-9326/ad545aopenalex-snapshot

Parcel level temporal variance of remotely sensed spectral reflectance predicts plant diversity

inferred← citeshttps://doi.org/10.1101/2022.09.05.506583openalex-snapshot

The relationship between spectral and plant diversity: disentangling the influence of metrics and habitat types

inferred← citeshttps://doi.org/10.1109/jstars.2023.3325926openalex-snapshot

Effects of Atmospheric, Topographic, and BRDF Correction on Imaging Spectroscopy-Derived Data Products

inferred← citeshttps://doi.org/10.1109/jstars.2025.3595365openalex-snapshot

BNResNet: Batch Normalization-Inspired Deep Bottleneck Residual Architecture for Aerial Scene Recognition in Low-Contrast Remote Sensing Images

inferred← citeshttps://doi.org/10.1111/2041-210x.14163openalex-snapshot

A generalizable normalization for assessing plant functional diversity metrics across scales from remote sensing

inferred← citeshttps://doi.org/10.1111/avsc.12762openalex-snapshot

Using spectral diversity and heterogeneity measures to map habitat mosaics: An example from the Classical Karst

inferred← citeshttps://doi.org/10.1111/geb.13759openalex-snapshot

Making remote sense of biodiversity: What grassland characteristics make spectral diversity a good proxy for taxonomic diversity?

inferred← citeshttps://doi.org/10.1111/jvs.13239openalex-snapshot

Plant spectral diversity from high‐resolution multispectral imagery detects functional diversity patterns in coastal dune communities

inferred← citeshttps://doi.org/10.1126/sciadv.adr0278openalex-snapshot

Plant diversity across dimensions: Coupling biodiversity measures from the ground and the sky

inferred← citeshttps://doi.org/10.1186/s12862-026-02500-4openalex-snapshot

Predicting species diversity and community traits from remote sensing in species-rich grasslands

inferred← citeshttps://doi.org/10.1186/s40462-024-00521-6openalex-snapshot

Remote sensing reveals the role of forage quality and quantity for summer habitat use in red deer

inferred← citeshttps://doi.org/10.17520/biods.2022530openalex-snapshot

The outlook and system construction for monitoring Essential Biodiversity Variables based on remote sensing: The case of China

inferred← citeshttps://doi.org/10.20868/upm.thesis.74341openalex-snapshot

Remote sensing assessment of land use and crop parameters in irrigated systems

inferred← citeshttps://doi.org/10.3389/fpls.2025.1582910openalex-snapshot

Species diversity estimation in a typical tropical forest: which phenological stage and spatial resolution are suitable?

inferred← citeshttps://doi.org/10.3390/d14010008openalex-snapshot

Monitoring Plant Diversity to Support Agri-Environmental Schemes: Evaluating Statistical Models Informed by Satellite and Local Factors in Southern European Mountain Pastoral Systems

inferred← citeshttps://doi.org/10.3390/d17080541openalex-snapshot

Geographically Weighted Regression Enhances Spectral Diversity–Biodiversity Relationships in Inner Mongolian Grasslands

inferred← citeshttps://doi.org/10.3390/geographies2020021openalex-snapshot

Analysis of Unmanned Aerial System (UAS) Sensor Data for Natural Resource Applications: A Review

inferred← citeshttps://doi.org/10.3390/rs14030671openalex-snapshot

Assessing the Impact of Soil on Species Diversity Estimation Based on UAV Imaging Spectroscopy in a Natural Alpine Steppe

inferred← citeshttps://doi.org/10.3390/rs14143399openalex-snapshot

Estimating Community-Level Plant Functional Traits in a Species-Rich Alpine Meadow Using UAV Image Spectroscopy

inferred← citeshttps://doi.org/10.3390/rs14194933openalex-snapshot

Use of Remote Sensing Techniques to Estimate Plant Diversity within Ecological Networks: A Worked Example

inferred← citeshttps://doi.org/10.3390/rs15030668openalex-snapshot

Prediction of Grassland Biodiversity Using Measures of Spectral Variance: A Meta-Analytical Review

inferred← citeshttps://doi.org/10.3390/rs16244726openalex-snapshot

An Evaluation of the Performance of Remote Sensing Indices as an Indication of Spatial Variability and Vegetation Diversity in Alpine Grassland

inferred← citeshttps://doi.org/10.3390/rs17233873openalex-snapshot

Effects of Prescribed Fire on Spatial Patterns of Plant Functional Traits and Spectral Diversity Using Hyperspectral Imagery from Savannah Landscapes on the Edwards Plateau of Texas, USA

inferred← citeshttps://doi.org/10.3390/rs18050709openalex-snapshot

High-Precision Crop Identification and Feature Contribution Mechanism in Plateau Mountainous Regions Based on Adaptive Geographic Partitioning and Local Modeling

inferred← citeshttps://doi.org/10.70675/4f0971b9z238fz4907za95dz52263e5f84abopenalex-snapshot

Exploitation of multimodal optical data for mapping plant species according to their sensitivity to anthropogenic impacts

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