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cs.CV2026
DualCount: Structurally Consistent Density and Point Modeling for Zero-Shot Object Counting
Xuan Cuong Ngo
Zero-shot object counting aims to estimate the number of objects specified by a text query without category-specific training. Recent approaches primarily rely on density regressio…
cs.CV2026
Learning to Adapt and Calibrate: Score Distribution Alignment for Few-Shot Uncertainty Prediction in Medical VLMs
Xuan Cuong Ngo, Ngan Le
Uncertainty estimation for medical vision--language models (VLMs) using conformal prediction has gained increasing attention due to its distribution-free coverage guarantees. Howev…