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The study organizes the "deep image captioning" process by simulating the human experience of describing an image through three specific stages:

Deep learning systems are being developed to generate medical reports automatically to reduce doctor workload. 126287

The field is shifting toward Multimodal Large Language Models (MLLMs) to provide better reasoning and generative flexibility. Community Perspectives The study organizes the "deep image captioning" process

“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 126287

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