Heather Doig
I am a PhD student researching the use of machine learning to interpret images from marine robotic applications at the Australian Centre for Robotics, The University of Sydney. My current research is focused on creating training frameworks for detecting benthic species with low numbers of annotations through improved training and synthetic image generation.
Current Projects
Current Projects
Generating synthetic training images for object detection of benthic species with low numbers of annotations.
I've developed a handfish detector for identifying endangered handfish in images of the seafloor
Publications
Publications
Adversarial and generative autoencoders for unsupervised clustering of benthic images
Adversarial and generative autoencoders for unsupervised clustering of benthic images
Accepted to ACRA 2020.