The identifier refers to the specific article index for a prominent scientific review titled "Deep image captioning: A review of methods, trends and future challenges" , published in the journal Neurocomputing (Volume 546, August 2023).
There is a critical need to bridge the "visual-pathological gap," as many standard models lack the ability to accurately describe pathological locations. 126287
The field is shifting toward Multimodal Large Language Models (MLLMs) to provide better reasoning and generative flexibility. Community Perspectives The identifier refers to the specific article index
Experts and researchers emphasize the practical difficulties and recent breakthroughs in applying these deep reviews to real-world medical data. trends and future challenges"
Traditional training data can lead to hallucinations or biased outputs, particularly in socio-economically diverse content.
The study organizes the "deep image captioning" process by simulating the human experience of describing an image through three specific stages: