126287 May 2026

Metrics like BLEU and ROUGE are used to measure accuracy, but they sometimes struggle to capture the full semantic meaning or clinical relevance of a caption.

The extraction of visual information using models like CNNs or Vision Transformers. 126287

Using attention mechanisms to identify the most relevant parts of an image for a specific description. Metrics like BLEU and ROUGE are used to

Deep learning systems are being developed to generate medical reports automatically to reduce doctor workload. Deep learning systems are being developed to generate

There is a critical need to bridge the "visual-pathological gap," as many standard models lack the ability to accurately describe pathological locations.

Experts and researchers emphasize the practical difficulties and recent breakthroughs in applying these deep reviews to real-world medical data.

The field is shifting toward Multimodal Large Language Models (MLLMs) to provide better reasoning and generative flexibility. Community Perspectives