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Where do we stand in AI for endoscopic image analysis? Deciphering gaps and future directions
Recent developments in deep learning have enabled data-driven algorithms that can reach
human-level performance and beyond. The development and deployment of medical image …
human-level performance and beyond. The development and deployment of medical image …
Panoptic segmentation: A review
O Elharrouss, S Al-Maadeed, N Subramanian… - ar** reliable computer aided detection and diagnosis …
An objective comparison of detection and segmentation algorithms for artefacts in clinical endoscopy
We present a comprehensive analysis of the submissions to the first edition of the
Endoscopy Artefact Detection challenge (EAD). Using crowd-sourcing, this initiative is a step …
Endoscopy Artefact Detection challenge (EAD). Using crowd-sourcing, this initiative is a step …
[HTML][HTML] Beyond rankings: learning (more) from algorithm validation
Challenges have become the state-of-the-art approach to benchmark image analysis
algorithms in a comparative manner. While the validation on identical data sets was a great …
algorithms in a comparative manner. While the validation on identical data sets was a great …
CRCNet: Global-local context and multi-modality cross attention for polyp segmentation
Accurate polyp segmentation is important for the diagnosis and treatment of colon cancer. In
recent years, efforts have been made to improve the encoder-decoder framework by using …
recent years, efforts have been made to improve the encoder-decoder framework by using …
The role of AI in prostate MRI quality and interpretation: Opportunities and challenges
Prostate MRI plays an important role in imaging the prostate gland and surrounding tissues,
particularly in the diagnosis and management of prostate cancer. With the widespread …
particularly in the diagnosis and management of prostate cancer. With the widespread …
Deep learning in biomedical optics
This article reviews deep learning applications in biomedical optics with a particular
emphasis on image formation. The review is organized by imaging domains within …
emphasis on image formation. The review is organized by imaging domains within …
Artificial intelligence in inflammatory bowel disease endoscopy: implications for clinical trials
Artificial intelligence shows promise for clinical research in inflammatory bowel disease
endoscopy. Accurate assessment of endoscopic activity is important in clinical practice and …
endoscopy. Accurate assessment of endoscopic activity is important in clinical practice and …