126287 Review

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.

“Modern deep learning-based approaches have supplanted traditional approaches in image captioning, leading to more efficient and sophisticated models.” ScienceDirect.com 126287

The study organizes the "deep image captioning" process by simulating the human experience of describing an image through three specific stages: Metrics like BLEU and ROUGE are used to

A significant portion of the review and subsequent research citing it (like work on uterine ultrasound captioning ) focuses on "computer-aided diagnosis". Key insights include: 126287

“Despite the great progress made by existing deep generation methods, it is still inadequate in (1) insufficient consideration of the visual-pathological gap and (2) weak evaluation of clinical language style.” National Institutes of Health (.gov) · 4 months ago