Where do we stand in AI for endoscopic image analysis? Deciphering gaps and future directions

S Ali - npj Digital Medicine, 2022‏ - nature.com
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 …

An objective comparison of detection and segmentation algorithms for artefacts in clinical endoscopy

S Ali, F Zhou, B Braden, A Bailey, S Yang, G Cheng… - Scientific reports, 2020‏ - nature.com
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 …

[HTML][HTML] Beyond rankings: learning (more) from algorithm validation

T Roß, P Bruno, A Reinke, M Wiesenfarth… - Medical image …, 2023‏ - Elsevier
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 …

CRCNet: Global-local context and multi-modality cross attention for polyp segmentation

J Zhu, M Ge, Z Chang, W Dong - Biomedical Signal Processing and Control, 2023‏ - Elsevier
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 …

The role of AI in prostate MRI quality and interpretation: Opportunities and challenges

H Kim, SW Kang, JH Kim, H Nagar, M Sabuncu… - European journal of …, 2023‏ - Elsevier
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 …

Deep learning in biomedical optics

L Tian, B Hunt, MAL Bell, J Yi, JT Smith… - Lasers in surgery …, 2021‏ - Wiley Online Library
This article reviews deep learning applications in biomedical optics with a particular
emphasis on image formation. The review is organized by imaging domains within …

Artificial intelligence in inflammatory bowel disease endoscopy: implications for clinical trials

HA Ahmad, JE East, R Panaccione… - Journal of Crohn's …, 2023‏ - academic.oup.com
Artificial intelligence shows promise for clinical research in inflammatory bowel disease
endoscopy. Accurate assessment of endoscopic activity is important in clinical practice and …