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cs.CV2025
Downscaling Intelligence: Exploring Perception and Reasoning Bottlenecks in Small Multimodal Models
Mark Endo, Serena Yeung-Levy
Scaling up multimodal models has enabled remarkable advances in visual understanding and reasoning, but practical demands call for smaller, efficient systems. In this work, we cond…
cs.CV2025★ 1 cited
Systematic Evaluation of Large Vision-Language Models for Surgical Artificial Intelligence
Anita Rau, Mark Endo, Josiah Aklilu +6
Large Vision-Language Models offer a new paradigm for AI-driven image understanding, enabling models to perform tasks without task-specific training. This flexibility holds particu…