Unsupervised feature learning for illumination robustness. - Lloyd Windrim; Arman Melkumyan; Richard J. Murphy; Anna Chlingaryan; Juan I. Nieto 001 (ICIP, 2016)

Hyperspectral CNN Classification with Limited Training Samples. - Lloyd Windrim; Rishi Ramakrishnan; Arman Melkumyan; Richard J. Murphy (BMVC, 2017)

Pretraining for Hyperspectral Convolutional Neural Network Classification. - Lloyd Windrim; Arman Melkumyan; Richard J. Murphy; Anna Chlingaryan; Rishi Ramakrishnan (IEEE Trans. Geosci. Remote. Sens., 2018)

A Physics-Based Deep Learning Approach to Shadow Invariant Representations of Hyperspectral Images. - Lloyd Windrim; Rishi Ramakrishnan; Arman Melkumyan; Richard J. Murphy (IEEE Trans. Image Process., 2018)

Illumination Invariant Deep Learning for Hyperspectral Data. - Lloyd Windrim (2018)

Forest Tree Detection and Segmentation using High Resolution Airborne LiDAR. - Lloyd Windrim; Mitch Bryson (IROS, 2019)

Automated Mapping of Woody Debris over Harvested Forest Plantations Using UAVs, High-Resolution Imagery, and Machine Learning. - Lloyd Windrim; Mitch Bryson; Michael McLean; Jeremy Randle; Christine Stone (Remote. Sens., 2019)

Unsupervised Feature-Learning for Hyperspectral Data with Autoencoders. - Lloyd Windrim; Rishi Ramakrishnan; Arman Melkumyan; Richard J. Murphy; Anna Chlingaryan (Remote. Sens., 2019)

Development of a High Fidelity Simulator for Generalised Photometric Based Space Object Classification using Machine Learning. - James Allworth; Lloyd Windrim; Jeffrey Wardman; Daniel Kucharski; James Bennett; Mitch Bryson (CoRR, 2020)

Detection, Segmentation, and Model Fitting of Individual Tree Stems from Airborne Laser Scanning of Forests Using Deep Learning. - Lloyd Windrim; Mitch Bryson (Remote. Sens., 2020)

Tree Detection and Health Monitoring in Multispectral Aerial Imagery and Photogrammetric Pointclouds Using Machine Learning. - Lloyd Windrim; Angus J. Carnegie; Murray Webster; Mitch Bryson (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020)

Unsupervised ore/waste classification on open-cut mine faces using close-range hyperspectral data. - Lloyd Windrim; Arman Melkumyan; Richard J. Murphy; Anna Chlingaryan; Raymond Leung (CoRR, 2023)

Multi-View Pose-Agnostic Change Localization with Zero Labels. - Chamuditha Jayanga Galappaththige; Jason Lai; Lloyd Windrim; Donald G. Dansereau; Niko Sünderhauf; Dimity Miller (CVPR, 2025)