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I am a Ph.D. student in Electrical and Computer Engineering at UC San Diego, working in the Statistical Visual Computing Lab under the advisement of Prof. Nuno Vasconcelos. My research lies at the intersection of deep learning, computer vision, and medical physics, with a focus on automated radiotherapy treatment planning. I develop multimodal and generative models for brachytherapy and external-beam planning, 3D dose prediction, and other medicalimaging tasks, with the goal of making high-quality, AI-driven treatment planning fast, reliable, and accessible in the clinic.
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D2T2 - Multimodal Automated Planning for Brachytherapy |
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Neural network dose prediction for cervical brachytherapy: overcoming data scarcity for applicator-specific models |
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Improving 3D dose prediction for breast radiotherapy using novel glowing masks and gradient-weighted loss functions |
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SVCL
