Regular biography
Stephen Gould is a Professor ARC Future Fellow Intelligent Systems Lead at the Australian National University (ANU) in the School of Computing. His research interests include computer and robotic vision, machine learning, structured models, and optimization, with a focus on applying machine learning techniques to geometric and semantic scene understanding in images and video. He collaborates with industry and has previously been involved in founding start-up companies. Gould teaches courses on advanced machine learning, research methods in computer science, and the craft of computing. He encourages students to contact him about undergraduate or PhD research projects.
Scholar-generated biography
Stephen Gould is a Professor at Australian National University specializing in Artificial Intelligence, Computer Vision, Optimization, Machine Learning, and Robotics. His research focuses on advancing vision-and-language systems, image captioning, and visual question answering through innovative approaches such as bottom-up and top-down attention mechanisms. He also explores semantic image caption evaluation, vision-and-language navigation, and scene decomposition into geometric and semantically consistent regions. His work includes self-supervised video representation learning, multi-class segmentation, and deep declarative networks. Gould's research emphasizes the integration of vision, language, and reasoning for real-world applications, particularly in understanding human-object interactions and assembling tasks.