arXiv Computer Vision research summaries for February 12, 2024.

Today's Research Themes (AI-Generated):

• CLIP models scrutinized for robustness with insights into training source design's impact on safety-related properties.

• Calibration of Vision-Language Models (VLMs) explored, revealing potential for significant improvements with minimal data.

• TriAug framework proposed to enhance imbalanced breast lesion classification and OOD detection in ultrasound imaging.

• Introduction of Sheet Music Transformer to advance the Optical Music Recognition field beyond monophonic transcriptions.

• Novel human-in-the-loop strategy proposed for resolving ambiguity in Image Super-resolution using Diffusion Models.