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COMMITTEE CHAIR: Dr. Lijun Qian TITLE: UNIFIED DEEP LEARNING TECHNIQUES FOR SPATIAL DETECTION AND TEMPORAL FORECASTING ACROSS VISUAL DOMAINS ABSTRACT: This dissertation proposes a unified deep learning framework for spatial detection and temporal forecasting across visual domains, designed to address limited supervision, class imbalance, and scale variability. The framework is structured around four complementary principles: [...]