Martin Rogers

I am a machine learning researcher in the Artificial Intelligence (AI) Lab at the British Antarctic Survey (BAS). My research primarily focusses on the application of machine learning techniques to detect features in satellite imagery, including multispectral visible and Synthetic Aperture Radar (SAR) datasets. I have recently trained a convolutional neural network, ViSual_IceD for the detection of sea ice in concurrent mutlispectral and SAR imagery. I am passionate about potential use cases for this work, including as an data source for Autonomous Marine Operations and Planning and for improving information on sea ice conditions for habitat monitoring.

On the DeepSensor project, I am using neural processes for cloud infilling of fine resolution multispectral imagery of sea ice conditions using concurrent passive microwave data.