“Modern deep learning-based approaches have supplanted traditional approaches in image captioning, leading to more efficient and sophisticated models.” ScienceDirect.com
There is a critical need to bridge the "visual-pathological gap," as many standard models lack the ability to accurately describe pathological locations. 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 particularly in socio-economically diverse content.
Traditional training data can lead to hallucinations or biased outputs, particularly in socio-economically diverse content. 126287