Machine learning based hyperspectral image analysis: a survey

UB Gewali, ST Monteiro, E Saber - arXiv preprint arXiv:1802.08701, 2018 - arxiv.org
Hyperspectral sensors enable the study of the chemical properties of scene materials
remotely for the purpose of identification, detection, and chemical composition analysis of …

Satellite remote sensing to monitor species diversity: Potential and pitfalls

D Rocchini, DS Boyd, JB Féret… - Remote Sensing in …, 2016 - Wiley Online Library
Assessing the level of diversity in plant communities from field‐based data is difficult for a
number of practical reasons:(1) establishing the number of sampling units to be investigated …

Remote sensing of terrestrial plant biodiversity

R Wang, JA Gamon - Remote Sensing of Environment, 2019 - Elsevier
Biodiversity is essential to healthy ecosystem function, influencing productivity and
resilience to disturbance. Biodiversity loss endangers essential ecosystem services and …

Will remote sensing shape the next generation of species distribution models?

KS He, BA Bradley, AF Cord, D Rocchini… - Remote Sensing in …, 2015 - Wiley Online Library
Two prominent limitations of species distribution models (SDM s) are spatial biases in
existing occurrence data and a lack of spatially explicit predictor variables to fully capture …

[HTML][HTML] Reviewing the Spectral Variation Hypothesis: Twenty years in the tumultuous sea of biodiversity estimation by remote sensing

M Torresani, C Rossi, M Perrone, LT Hauser… - Ecological …, 2024 - Elsevier
Twenty years ago, the Spectral Variation Hypothesis (SVH) was formulated as a means to
link between different aspects of biodiversity and spatial patterns of spectral data (eg …

Mapping tropical forest canopy diversity using high‐fidelity imaging spectroscopy

JB Féret, GP Asner - Ecological Applications, 2014 - Wiley Online Library
There is a growing need for operational biodiversity mapping methods to quantify and to
assess the impact of climate change, habitat alteration, and human activity on ecosystem …

Measuring β‐diversity by remote sensing: A challenge for biodiversity monitoring

D Rocchini, S Luque, N Pettorelli… - Methods in Ecology …, 2018 - Wiley Online Library
Biodiversity includes multiscalar and multitemporal structures and processes, with different
levels of functional organization, from genetic to ecosystemic levels. One of the mostly used …

Forest biodiversity monitoring based on remotely sensed spectral diversity—A review

P Kacic, C Kuenzer - Remote Sensing, 2022 - mdpi.com
Forests are essential for global environmental well-being because of their rich provision of
ecosystem services and regulating factors. Global forests are under increasing pressure …

Advancing species diversity estimate by remotely sensed proxies: a conceptual review

D Rocchini, JL Hernández-Stefanoni, KS He - Ecological informatics, 2015 - Elsevier
Many geospatial tools have been advocated in spatial ecology to estimate biodiversity and
its changes over space and time. Such information is essential in designing effective …

Understanding and assessing vegetation health by in situ species and remote‐sensing approaches

A Lausch, O Bastian, S Klotz, PJ Leitão… - Methods in ecology …, 2018 - Wiley Online Library
Human activities exert stress on and create disturbances to ecosystems, decreasing their
diversity, resilience and ultimately the health of ecosystems and their vegetation. In …