About
Dr. Dimity Miller is a Lecturer at the Faculty of Engineering, Queensland University of Technology, specializing in Computer Vision, Machine Learning, and Robotics. With a Doctoral Degree and Bachelor of Engineering (Mechatronics, Robotics) from QUT, her research focuses on uncertainty quantification, open-set recognition, and robust object detection systems.
Her work spans interdisciplinary domains including Internet of Things, Adversarial AI Defense, and Autonomous Systems. Recent publications analyze topics such as probabilistic object detection, backdoor attack mitigation, and electric vehicle charge prediction. She explores methods like dropout sampling, neural radiance fields, and vision-language models.
Key themes in her research include:
- Model Robustness in Open-Set Conditions
- Uncertainty Propagation in IoT
- Human-AI Collaboration in Image Analysis
As an active researcher in QUT Centre for Robotics, Dr. Miller contributes to advancing AI reliability in safety-critical applications through both theoretical and applied studies.
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