Lloyd Windrim

Detection, Segmentation, and Model Fitting of Individual Tree Stems from Airborne Laser Scanning of Forests Using Deep Learning

Lloyd Windrim, Mitch Bryson · Remote Sensing · 2020 · 118 citations · Full text

Engineering, Machine Learning, Forest Biometrics +23

Pretraining for Hyperspectral Convolutional Neural Network Classification

Lloyd Windrim, Arman Melkumyan, Richard J. Murphy et al. · IEEE Transactions on Geoscience and Remote Sensing · 2018 · 63 citations

Image Classification, Convolutional Neural Network, Image Analysis +15

Unsupervised Feature-Learning for Hyperspectral Data with Autoencoders

Lloyd Windrim, Rishi Ramakrishnan, Arman Melkumyan et al. · Remote Sensing · 2019 · 53 citations · Full text

Engineering, Machine Learning, Data Science +12

A Physics-Based Deep Learning Approach to Shadow Invariant Representations of Hyperspectral Images

Lloyd Windrim, Rishi Ramakrishnan, Arman Melkumyan et al. · IEEE Transactions on Image Processing · 2017 · 47 citations

Geometric Learning, Shadow Invariant Representations, Engineering +20

Automated Mapping of Woody Debris over Harvested Forest Plantations Using UAVs, High-Resolution Imagery, and Machine Learning

Lloyd Windrim, Mitch Bryson, Michael McLean et al. · Remote Sensing · 2019 · 46 citations · Full text

Precision Agriculture, Engineering, Machine Learning +20