RID—Roof Information Dataset for Computer Vision-Based Photovoltaic Potential Assessment

Towards Scalable Economic Photovoltaic Potential Analysis Using Aerial Images and Deep Learning

(2021) Sebastian Krapf et al.   Energies

Roofpedia: Automatic mapping of green and solar roofs for an open roofscape registry and evaluation of urban sustainability

(2021) Abraham Noah Wu et al.   LANDSCAPE AND URBAN PLANNING

Big data mining for the estimation of hourly rooftop photovoltaic potential and its uncertainty

(2020) Alina Walch et al.   APPLIED ENERGY

Accounting for Training Data Error in Machine Learning Applied to Earth Observations

(2020) Arthur Elmes et al.   Remote Sensing

Urban solar utilization potential mapping via deep learning technology: A case study of Wuhan, China

(2019) Zhaojian Huang et al.   APPLIED ENERGY

Key issues in rigorous accuracy assessment of land cover products

(2019) Stephen V. Stehman et al.   REMOTE SENSING OF ENVIRONMENT

Simplified Method for Analyzing the Availability of Rooftop Photovoltaic Potential

(2019) Primož Mavsar et al.   Energies

Solar PV output prediction from video streams using convolutional neural networks

(2018) Yuchi Sun et al.   Energy & Environmental Science

Estimating rooftop solar technical potential across the US using a combination of GIS-based methods, lidar data, and statistical modeling

(2018) Pieter Gagnon et al.   Environmental Research Letters

Comprehensive survey of deep learning in remote sensing: theories, tools, and challenges for the community

(2017) John E. Ball et al.   Journal of Applied Remote Sensing

Assessment of rooftop photovoltaic potentials at the urban level using publicly available geodata and image recognition techniques

(2017) Kai Mainzer et al.   SOLAR ENERGY

Deep Learning in Remote Sensing: A Comprehensive Review and List of Resources

(2017) Xiao Xiang Zhu et al.   IEEE Geoscience and Remote Sensing Magazine

An Empirical Study Into Annotator Agreement, Ground Truth Estimation, and Algorithm Evaluation

(2016) Thomas A. Lampert et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

The Sensitivity of Mapping Methods to Reference Data Quality: Training Supervised Image Classifications with Imperfect Reference Data

(2016) Giles Foody et al.   ISPRS International Journal of Geo-Information

Distributed solar photovoltaic array location and extent dataset for remote sensing object identification

(2016) Kyle Bradbury et al.   Scientific Data

Exploring issues of training data imbalance and mislabelling on random forest performance for large area land cover classification using the ensemble margin

(2015) Andrew Mellor et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Modelling solar potential in the urban environment: State-of-the-art review

(2015) S. Freitas et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Real-time prediction intervals for intra-hour DNI forecasts

(2015) Yinghao Chu et al.   RENEWABLE ENERGY

Object-Based Image Analysis in Wetland Research: A Review

(2015) Iryna Dronova   Remote Sensing

Variability of operator performance in remote-sensing image interpretation: the importance of human and external factors

(2014) Frieke M.B. Van Coillie et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Classification in the Presence of Label Noise: A Survey

(2014) Benoit Frenay et al.   IEEE Transactions on Neural Networks and Learning Systems

Photovoltaic techno-economical potential on roofs in regions and islands: The case of the Canary Islands. Methodological review and methodology proposal

(2013) Julieta Schallenberg-Rodríguez   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A method for predicting city-wide electricity gains from photovoltaic panels based on LiDAR and GIS data combined with hourly Daysim simulations

(2013) J. Alstan Jakubiec et al.   SOLAR ENERGY

A new solar radiation database for estimating PV performance in Europe and Africa

(2012) Thomas Huld et al.   SOLAR ENERGY

Object validity for operational tasks in a policy context

(2011) S. Lang et al.   Journal of Spatial Science

Scalable methodology for the photovoltaic solar energy potential assessment based on available roof surface area: Application to Piedmont Region (Italy)

(2011) Luca Bergamasco et al.   SOLAR ENERGY

A systematic analysis of performance measures for classification tasks

(2009) Marina Sokolova et al.   INFORMATION PROCESSING & MANAGEMENT

Sampling designs for accuracy assessment of land cover

(2009) Stephen V. Stehman   INTERNATIONAL JOURNAL OF REMOTE SENSING