Computer-Aided Classification of Gastrointestinal Lesions in Regular Colonoscopy

Pablo Mesejo (1,2),Daniel Pizarro (1,3),Armand Abergel (4),Olivier Rouquette (4) ,Sylvain Beorchia (5),Laurent Poincloux (4),Adrien Bartoli (1)

IEEE Transactions on Medical Imaging, 35(9), pp 2051-2063, (2016)

(1) ISIT-UMR 6284 CNRS, Université d'Auvergne, 63000 Clermont-Ferrand, France

(2) INRIA Grenoble Rhône-Alpes, LJK 38330 Grenoble, France

(3) Department of Electronics, Universidad de Alcala, 28871 Alcala de Henares, Spain

(4) Department of Gastroenterology, CHU Estaing, 63100 Clermont-Ferrand, France.

(5) Clinique de la Sauvegarde, 69009 Lyon, France.

Contact information: Pablo Mesejo Santiago (pablomesejo@gmail.com) and Daniel Pizarro (dani.pizarro@gmail.com)

Evaluations with human experts and beginners

Features used in the paper: data.txt and readme.txt

Hyperplasic Lesions
LesionWhite Light FrameNBI FrameWhite Light VideoNBI VideoCamera Calibration
hyperplasic_01 WL.mp4 NBI.mp4 cam.xml
hyperplasic_02 WL.mp4 NBI.mp4 cam.xml
hyperplasic_03 WL.mp4 NBI.mp4 cam.xml
hyperplasic_04 WL.mp4 NBI.mp4 cam.xml
hyperplasic_05 WL.mp4 NBI.mp4 cam.xml
hyperplasic_06 WL.mp4 NBI.mp4 cam.xml
hyperplasic_07 WL.mp4 NBI.mp4 cam.xml
hyperplasic_08 WL.mp4 NBI.mp4 cam.xml
hyperplasic_09 WL.mp4 NBI.mp4 cam.xml
hyperplasic_10 WL.mp4 NBI.mp4 cam.xml
hyperplasic_11 WL.mp4 NBI.mp4 cam.xml
hyperplasic_12 WL.mp4 NBI.mp4 cam.xml
hyperplasic_13 WL.mp4 NBI.mp4 cam.xml
hyperplasic_14 WL.mp4 NBI.mp4 cam.xml
hyperplasic_15 WL.mp4 NBI.mp4 cam.xml
hyperplasic_16 WL.mp4 NBI.mp4 cam.xml
hyperplasic_17 WL.mp4 NBI.mp4 cam.xml
hyperplasic_18 WL.mp4 NBI.mp4 cam.xml
hyperplasic_19 WL.mp4 NBI.mp4 cam.xml
hyperplasic_20 WL.mp4 NBI.mp4 cam.xml
hyperplasic_21 WL.mp4 NBI.mp4 cam.xml
Serrated Lesions
LesionWhite Light FrameNBI FrameWhite Light VideoNBI VideoCamera Calibration
serrated_01 WL.mp4 NBI.mp4 cam.xml
serrated_02 WL.mp4 NBI.mp4 cam.xml
serrated_03 WL.mp4 NBI.mp4 cam.xml
serrated_04 WL.mp4 NBI.mp4 cam.xml
serrated_05 WL.mp4 NBI.mp4 cam.xml
serrated_06 WL.mp4 NBI.mp4 cam.xml
serrated_07 WL.mp4 NBI.mp4 cam.xml
serrated_08 WL.mp4 NBI.mp4 cam.xml
serrated_09 WL.mp4 NBI.mp4 cam.xml
serrated_10 WL.mp4 NBI.mp4 cam.xml
serrated_11 WL.mp4 NBI.mp4 cam.xml
serrated_12 WL.mp4 NBI.mp4 cam.xml
serrated_13 WL.mp4 NBI.mp4 cam.xml
serrated_14 WL.mp4 NBI.mp4 cam.xml
serrated_15 WL.mp4 NBI.mp4 cam.xml
Adenoma Lesions
LesionWhite Light FrameNBI FrameWhite Light VideoNBI VideoCamera Calibration
adenoma_01 WL.mp4 NBI.mp4 cam.xml
adenoma_02 WL.mp4 NBI.mp4 cam.xml
adenoma_03 WL.mp4 NBI.mp4 cam.xml
adenoma_04 WL.mp4 NBI.mp4 cam.xml
adenoma_05 WL.mp4 NBI.mp4 cam.xml
adenoma_06 WL.mp4 NBI.mp4 cam.xml
adenoma_07 WL.mp4 NBI.mp4 cam.xml
adenoma_08 WL.mp4 NBI.mp4 cam.xml
adenoma_09 WL.mp4 NBI.mp4 cam.xml
adenoma_10 WL.mp4 NBI.mp4 cam.xml
adenoma_11 WL.mp4 NBI.mp4 cam.xml
adenoma_12 WL.mp4 NBI.mp4 cam.xml
adenoma_13 WL.mp4 NBI.mp4 cam.xml
adenoma_14 WL.mp4 NBI.mp4 cam.xml
adenoma_15 WL.mp4 NBI.mp4 cam.xml
adenoma_16 WL.mp4 NBI.mp4 cam.xml
adenoma_17 WL.mp4 NBI.mp4 cam.xml
adenoma_18 WL.mp4 NBI.mp4 cam.xml
adenoma_19 WL.mp4 NBI.mp4 cam.xml
adenoma_20 WL.mp4 NBI.mp4 cam.xml
adenoma_21 WL.mp4 NBI.mp4 cam.xml
adenoma_22 WL.mp4 NBI.mp4 cam.xml
adenoma_23 WL.mp4 NBI.mp4 cam.xml
adenoma_24 WL.mp4 NBI.mp4 cam.xml
adenoma_25 WL.mp4 NBI.mp4 cam.xml
adenoma_26 WL.mp4 NBI.mp4 cam.xml
adenoma_27 WL.mp4 NBI.mp4 cam.xml
adenoma_28 WL.mp4 NBI.mp4 cam.xml
adenoma_29 WL.mp4 NBI.mp4 cam.xml
adenoma_30 WL.mp4 NBI.mp4 cam.xml
adenoma_31 WL.mp4 NBI.mp4 cam.xml
adenoma_32 WL.mp4 NBI.mp4 cam.xml
adenoma_33 WL.mp4 NBI.mp4 cam.xml
adenoma_34 WL.mp4 NBI.mp4 cam.xml
adenoma_35 WL.mp4 NBI.mp4 cam.xml
adenoma_36 WL.mp4 NBI.mp4 cam.xml
adenoma_37 WL.mp4 NBI.mp4 cam.xml
adenoma_38 WL.mp4 NBI.mp4 cam.xml
adenoma_39 WL.mp4 NBI.mp4 cam.xml
adenoma_40 WL.mp4 NBI.mp4 cam.xml