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JonathanMunro Jonathan Munro About Projects Publications Internships Education Skills Awards Jonathan Munro University of Bristol· jonathan.munro@bristol.ac.uk I am a final year PhD student at University of Bristol supervised Dr Dima Damen. My interests include fine-grained video understanding and transfer learning with a focus on domain adaptation for action recognition. Projects Multi-Modal Domain Adaptation for Fine-grained Action Recogntition Fine-grained action recognition datasets exhibit environmental bias, where multiple video sequences are captured from a limited number of environments. Training a model in one environment and deploying in another results in a drop in performance due to an unavoidable domain shift. Unsupervised Domain Adaptation (UDA) approaches have frequently utilised adversarial training between the source and target domains. However, these approaches have not explored the multi-modal nature of video within each domain. In th...
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