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Comput. Vis. (ICCV)","first-page":"2999","article-title":"Focal loss for dense object detection","author":"Lin","year":"Oct. 2017"},{"key":"ref16","series-title":"Comput. Vis.\u2014ECCV 2020","first-page":"213","article-title":"End-to-end object detection with transformers","author":"Carion","year":"2020"},{"key":"ref17","series-title":"Proc. IEEE\/CVF Conf. Comput. Vis. Pattern Recognit.","first-page":"16965","article-title":"Detrs beat yolos on real-time object detection","author":"Zhao","year":"2024"},{"key":"ref18","series-title":"Proc. IEEE Conf. Comput. Vis. Pattern Recognit. (CVPR)","first-page":"89","article-title":"YOLOv3: An incremental improvement","author":"Redmon","year":"2018"},{"key":"ref19","unstructured":"Z. Ge, S. Liu, F. Wang, Z. Li, and J. Sun, \u201cYOLOX: Exceeding YOLO series in 2021,\u201d 2021, arXiv:2107.08430."},{"key":"ref20","series-title":"2023 IEEE\/CVF Conf. Comput. Vis. 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Available: https:\/\/www.kaggle.com\/datasets\/capsuleyolo\/kyucapsule"},{"key":"ref24","doi-asserted-by":"crossref","DOI":"10.1002\/deo2.258","article-title":"Small bowel capsule endoscopy examination and open access database with artificial intelligence: The SEE-artificial intelligence project","volume":"4","author":"Yokote","year":"Jun. 2024","journal-title":"DEN Open"},{"key":"ref25","doi-asserted-by":"crossref","first-page":"815","DOI":"10.1042\/ETLS20210213","article-title":"It takes guts to learn: Machine learning techniques for disease detection from the gut microbiome","volume":"5","author":"Curry","year":"Nov. 2021","journal-title":"Emerg. Top. Life Sci."},{"key":"ref26","doi-asserted-by":"crossref","first-page":"E1044","DOI":"10.1055\/a-0627-7136","article-title":"Assessment of bowel cleansing quality in colon capsule endoscopy using machine learning: A pilot study","volume":"6","author":"Buijs","year":"Aug. 2018","journal-title":"Endosc. Int. 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