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Advances in medical image analysis with vision transformers: a comprehensive review
The remarkable performance of the Transformer architecture in natural language processing
has recently also triggered broad interest in Computer Vision. Among other merits …
has recently also triggered broad interest in Computer Vision. Among other merits …
Transformers in medical imaging: A survey
Following unprecedented success on the natural language tasks, Transformers have been
successfully applied to several computer vision problems, achieving state-of-the-art results …
successfully applied to several computer vision problems, achieving state-of-the-art results …
Dynamic graph enhanced contrastive learning for chest x-ray report generation
Automatic radiology reporting has great clinical potential to relieve radiologists from heavy
workloads and improve diagnosis interpretation. Recently, researchers have enhanced data …
workloads and improve diagnosis interpretation. Recently, researchers have enhanced data …
Heterogeneity and predictors of the effects of AI assistance on radiologists
The integration of artificial intelligence (AI) in medical image interpretation requires effective
collaboration between clinicians and AI algorithms. Although previous studies demonstrated …
collaboration between clinicians and AI algorithms. Although previous studies demonstrated …
RadBERT: adapting transformer-based language models to radiology
Purpose To investigate if tailoring a transformer-based language model to radiology is
beneficial for radiology natural language processing (NLP) applications. Materials and …
beneficial for radiology natural language processing (NLP) applications. Materials and …
Promptmrg: Diagnosis-driven prompts for medical report generation
Automatic medical report generation (MRG) is of great research value as it has the potential
to relieve radiologists from the heavy burden of report writing. Despite recent advancements …
to relieve radiologists from the heavy burden of report writing. Despite recent advancements …
Evaluating progress in automatic chest x-ray radiology report generation
Artificial intelligence (AI) models for automatic generation of narrative radiology reports from
images have the potential to enhance efficiency and reduce the workload of radiologists …
images have the potential to enhance efficiency and reduce the workload of radiologists …
Collaboration between clinicians and vision–language models in radiology report generation
Automated radiology report generation has the potential to improve patient care and reduce
the workload of radiologists. However, the path toward real-world adoption has been …
the workload of radiologists. However, the path toward real-world adoption has been …
Multimodal image-text matching improves retrieval-based chest x-ray report generation
Automated generation of clinically accurate radiology reports can improve patient care.
Previous report generation methods that rely on image captioning models often generate …
Previous report generation methods that rely on image captioning models often generate …
A survey on large language models for critical societal domains: Finance, healthcare, and law
In the fast-evolving domain of artificial intelligence, large language models (LLMs) such as
GPT-3 and GPT-4 are revolutionizing the landscapes of finance, healthcare, and law …
GPT-3 and GPT-4 are revolutionizing the landscapes of finance, healthcare, and law …