Mapping the distribution of invasive tree species using deep one-class classification in the tropical montane landscape of Kenya

A robust spectral-spatial approach to identifying heterogeneous crops using remote sensing imagery with high spectral and spatial resolutions

(2020) Ji Zhao et al.   REMOTE SENSING OF ENVIRONMENT

Learning from positive and unlabeled data: a survey

(2020) Jessa Bekker et al.   MACHINE LEARNING

Towards a semi-automated mapping of Australia native invasive alien Acacia trees using Sentinel-2 and radiative transfer models in South Africa

(2020) Cecilia Masemola et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

WHU-Hi: UAV-borne hyperspectral with high spatial resolution (H2) benchmark datasets and classifier for precise crop identification based on deep convolutional neural network with CRF

(2020) Yanfei Zhong et al.   REMOTE SENSING OF ENVIRONMENT

Mapping Tree Species Composition Using OHS-1 Hyperspectral Data and Deep Learning Algorithms in Changbai Mountains, Northeast China

(2019) Yanbiao Xi et al.   Forests

Multiscale Superpixel-Based Hyperspectral Image Classification Using Recurrent Neural Networks With Stacked Autoencoders

(2019) Cheng Shi et al.   IEEE TRANSACTIONS ON MULTIMEDIA

An Ensemble of Classifiers Based on Positive and Unlabeled Data in One-Class Remote Sensing Classification

(2018) Ran Liu et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Invasive tree species detection in the Eastern Arc Mountains biodiversity hotspot using one class classification

(2018) Rami Piiroinen et al.   REMOTE SENSING OF ENVIRONMENT

Mapping urban tree species using integrated airborne hyperspectral and LiDAR remote sensing data

(2017) Luxia Liu et al.   REMOTE SENSING OF ENVIRONMENT

UAV lidar and hyperspectral fusion for forest monitoring in the southwestern USA

(2017) Temuulen Sankey et al.   REMOTE SENSING OF ENVIRONMENT

Tree-Species Classification in Subtropical Forests Using Airborne Hyperspectral and LiDAR Data

(2017) Xin Shen et al.   Remote Sensing

Classification of Tree Species in a Diverse African Agroforestry Landscape Using Imaging Spectroscopy and Laser Scanning

(2017) Rami Piiroinen et al.   Remote Sensing

Mapping tree species diversity of a tropical montane forest by unsupervised clustering of airborne imaging spectroscopy data

(2016) Elisa Schäfer et al.   ECOLOGICAL INDICATORS

Classification with Noisy Labels by Importance Reweighting

(2016) Tongliang Liu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Class-prior estimation for learning from positive and unlabeled data

(2016) Marthinus C. du Plessis et al.   MACHINE LEARNING

Global snow cover estimation with Microwave Brightness Temperature measurements and one-class in situ observations

(2016) Xiaocong Xu et al.   REMOTE SENSING OF ENVIRONMENT

Review of studies on tree species classification from remotely sensed data

(2016) Fabian Ewald Fassnacht et al.   REMOTE SENSING OF ENVIRONMENT

In-depth comparisons of MaxEnt, biased SVM and one-class SVM for one-class classification of remote sensing data

(2016) Benjamin Mack et al.   Remote Sensing Letters

Classification of crops across heterogeneous agricultural landscape in Kenya using AisaEAGLE imaging spectroscopy data

(2015) Rami Piiroinen et al.   International Journal of Applied Earth Observation and Geoinformation

Trees in a human-modified tropical landscape: Species and trait composition and potential ecosystem services

(2015) Koen W. Thijs et al.   LANDSCAPE AND URBAN PLANNING

Application of hyperspectral remote sensing for flower mapping in African savannas

(2015) Tobias Landmann et al.   REMOTE SENSING OF ENVIRONMENT

Contrasting Cloud Forest Restoration Potential Between Plantations of Different Exotic Tree Species

(2014) Koen W. Thijs et al.   RESTORATION ECOLOGY

What is the “real” impact of invasive plant species?

(2013) Jacob N Barney et al.   FRONTIERS IN ECOLOGY AND THE ENVIRONMENT

A New Accuracy Assessment Method for One-Class Remote Sensing Classification

(2013) Wenkai Li et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

The exotic legume tree species, Acacia mearnsii, alters microbial soil functionalities and the early development of a native tree species, Quercus suber, in North Africa

(2013) I. Boudiaf et al.   SOIL BIOLOGY & BIOCHEMISTRY

Three centuries of managing introduced conifers in South Africa: Benefits, impacts, changing perceptions and conflict resolution

(2012) Brian W. van Wilgen et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Can we model the probability of presence of species without absence data?

(2011) Wenkai Li et al.   ECOGRAPHY

A Positive and Unlabeled Learning Algorithm for One-Class Classification of Remote-Sensing Data

(2010) Wenkai Li et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Woody plant communities of isolated Afromontane cloud forests in Taita Hills, Kenya

(2010) Raf Aerts et al.   PLANT ECOLOGY

Tree species diversity, richness, and similarity between exotic and indigenous forests in the cloud forests of Eastern Arc Mountains, Taita Hills, Kenya

(2010) Loice M.A. Omoro et al.   JOURNAL OF FORESTRY RESEARCH

Airborne remote sensing of spatiotemporal change (1955–2004) in indigenous and exotic forest cover in the Taita Hills, Kenya

(2009) Petri K.E. Pellikka et al.   International Journal of Applied Earth Observation and Geoinformation

Invasive species, ecosystem services and human well-being

(2009) Liba Pejchar et al.   TRENDS IN ECOLOGY & EVOLUTION