Cover Image

Galar - a large multi-label video capsule endoscopy dataset

Video capsule endoscopy (VCE) is an important technology with many advantages (non-invasive, representation of small bowel), but faces many limitations as well (time-consuming analysis, short battery lifetime, and poor image quality). Artificial intelligence (AI) holds potential to address every one...

Full description

Saved in:
Bibliographic Details
Main Authors: Floch, Maxime Le (Author) , Wolf, Fabian (Author) , McIntyre, Lucian (Author) , Weinert, Christoph (Author) , Palm, Albrecht (Author) , Volk, Konrad (Author) , Herzog, Paul (Author) , Kirk, Sophie Helene (Author) , Steinhäuser, Jonas L. (Author) , Stopp, Catrein (Author) , Geissler, Mark Enrik (Author) , Herzog, Moritz (Author) , Sulk, Stefan (Author) , Kather, Jakob Nikolas (Author) , Meining, Alexander (Author) , Hann, Alexander (Author) , Palm, Steffen (Author) , Hampe, Jochen (Author) , Herzog, Nora (Author) , Brinkmann, Franz (Author)
Format: Article (Journal)
Language:English
Published: 20 May 2025
In: Scientific data
Year: 2025, Volume: 12, Pages: 1-7
ISSN:2052-4463
DOI:10.1038/s41597-025-05112-7
Online Access:Verlag, kostenfrei, Volltext: https://doi.org/10.1038/s41597-025-05112-7
Verlag, kostenfrei, Volltext: https://www.nature.com/articles/s41597-025-05112-7
Get full text
Author Notes:Maxime Le Floch, Fabian Wolf, Lucian McIntyre, Christoph Weinert, Albrecht Palm, Konrad Volk, Paul Herzog, Sophie Helene Kirk, Jonas L. Steinhäuser, Catrein Stopp, Mark Enrik Geissler, Moritz Herzog, Stefan Sulk, Jakob Nikolas Kather, Alexander Meining, Alexander Hann, Steffen Palm, Jochen Hampe, Nora Herzog, and Franz Brinkmann

MARC

LEADER 00000naa a2200000 c 4500
001 1940089808
003 DE-627
005 20251103152556.0
007 cr uuu---uuuuu
008 251103s2025 xx |||||o 00| ||eng c
024 7 |a 10.1038/s41597-025-05112-7  |2 doi 
035 |a (DE-627)1940089808 
035 |a (DE-599)KXP1940089808 
040 |a DE-627  |b ger  |c DE-627  |e rda 
041 |a eng 
084 |a 33  |2 sdnb 
100 1 |a Floch, Maxime Le  |e VerfasserIn  |0 (DE-588)1380617804  |0 (DE-627)1940090903  |4 aut 
245 1 0 |a Galar - a large multi-label video capsule endoscopy dataset  |c Maxime Le Floch, Fabian Wolf, Lucian McIntyre, Christoph Weinert, Albrecht Palm, Konrad Volk, Paul Herzog, Sophie Helene Kirk, Jonas L. Steinhäuser, Catrein Stopp, Mark Enrik Geissler, Moritz Herzog, Stefan Sulk, Jakob Nikolas Kather, Alexander Meining, Alexander Hann, Steffen Palm, Jochen Hampe, Nora Herzog, and Franz Brinkmann 
264 1 |c 20 May 2025 
300 |b Illustrationen 
300 |a 7 
336 |a Text  |b txt  |2 rdacontent 
337 |a Computermedien  |b c  |2 rdamedia 
338 |a Online-Ressource  |b cr  |2 rdacarrier 
500 |a Gesehen am 03.11.2025 
520 |a Video capsule endoscopy (VCE) is an important technology with many advantages (non-invasive, representation of small bowel), but faces many limitations as well (time-consuming analysis, short battery lifetime, and poor image quality). Artificial intelligence (AI) holds potential to address every one of these challenges, however the progression of machine learning methods is limited by the avaibility of extensive data. We propose Galar, the most comprehensive dataset of VCE to date. Galar consists of 80 videos, culminating in 3,513,539 annotated frames covering functional, anatomical, and pathological aspects and introducing a selection of 29 distinct labels. The multisystem and multicenter VCE data from two centers in Saxony (Germany), was annotated framewise and cross-validated by five annotators. The vast scope of annotation and size of Galar make the dataset a valuable resource for the use of AI models in VCE, thereby facilitating research in diagnostic methods, patient care workflow, and the development of predictive analytics in the field. 
650 4 |a Gastrointestinal diseases 
650 4 |a Medical research 
650 4 |a Pathology 
650 4 |a Scientific data 
700 1 |a Wolf, Fabian  |e VerfasserIn  |4 aut 
700 1 |a McIntyre, Lucian  |e VerfasserIn  |4 aut 
700 1 |a Weinert, Christoph  |e VerfasserIn  |4 aut 
700 1 |a Palm, Albrecht  |e VerfasserIn  |4 aut 
700 1 |a Volk, Konrad  |e VerfasserIn  |4 aut 
700 1 |a Herzog, Paul  |e VerfasserIn  |4 aut 
700 1 |a Kirk, Sophie Helene  |e VerfasserIn  |4 aut 
700 1 |a Steinhäuser, Jonas L.  |e VerfasserIn  |4 aut 
700 1 |a Stopp, Catrein  |e VerfasserIn  |4 aut 
700 1 |a Geissler, Mark Enrik  |e VerfasserIn  |4 aut 
700 1 |a Herzog, Moritz  |e VerfasserIn  |4 aut 
700 1 |a Sulk, Stefan  |e VerfasserIn  |4 aut 
700 1 |a Kather, Jakob Nikolas  |d 1989-  |e VerfasserIn  |0 (DE-588)1064064914  |0 (DE-627)812897587  |0 (DE-576)423589091  |4 aut 
700 1 |a Meining, Alexander  |e VerfasserIn  |4 aut 
700 1 |a Hann, Alexander  |e VerfasserIn  |4 aut 
700 1 |a Palm, Steffen  |e VerfasserIn  |4 aut 
700 1 |a Hampe, Jochen  |e VerfasserIn  |4 aut 
700 1 |a Herzog, Nora  |e VerfasserIn  |4 aut 
700 1 |a Brinkmann, Franz  |e VerfasserIn  |4 aut 
773 0 8 |i Enthalten in  |t Scientific data  |d London : Nature Publ. Group, 2014  |g 12(2025), Artikel-ID 828, Seite 1-7  |h Online-Ressource  |w (DE-627)788479601  |w (DE-600)2775191-0  |w (DE-576)40841443X  |x 2052-4463  |7 nnas  |a Galar - a large multi-label video capsule endoscopy dataset 
773 1 8 |g volume:12  |g year:2025  |g elocationid:828  |g pages:1-7  |g extent:7  |a Galar - a large multi-label video capsule endoscopy dataset 
856 4 0 |u https://doi.org/10.1038/s41597-025-05112-7  |x Verlag  |x Resolving-System  |z kostenfrei  |3 Volltext 
856 4 0 |u https://www.nature.com/articles/s41597-025-05112-7  |x Verlag  |z kostenfrei  |3 Volltext 
951 |a AR 
992 |a 20251103 
993 |a Article 
994 |a 2025 
998 |g 1064064914  |a Kather, Jakob Nikolas  |m 1064064914:Kather, Jakob Nikolas  |d 910000  |d 910100  |e 910000PK1064064914  |e 910100PK1064064914  |k 0/910000/  |k 1/910000/910100/  |p 14 
999 |a KXP-PPN1940089808  |e 4795818908 
BIB |a Y 
SER |a journal 
JSO |a {"language":["eng"],"person":[{"given":"Maxime Le","role":"aut","family":"Floch","display":"Floch, Maxime Le"},{"display":"Wolf, Fabian","family":"Wolf","role":"aut","given":"Fabian"},{"family":"McIntyre","display":"McIntyre, Lucian","given":"Lucian","role":"aut"},{"role":"aut","given":"Christoph","family":"Weinert","display":"Weinert, Christoph"},{"given":"Albrecht","role":"aut","family":"Palm","display":"Palm, Albrecht"},{"given":"Konrad","role":"aut","family":"Volk","display":"Volk, Konrad"},{"display":"Herzog, Paul","family":"Herzog","given":"Paul","role":"aut"},{"display":"Kirk, Sophie Helene","family":"Kirk","given":"Sophie Helene","role":"aut"},{"role":"aut","given":"Jonas L.","display":"Steinhäuser, Jonas L.","family":"Steinhäuser"},{"given":"Catrein","role":"aut","display":"Stopp, Catrein","family":"Stopp"},{"display":"Geissler, Mark Enrik","family":"Geissler","given":"Mark Enrik","role":"aut"},{"given":"Moritz","role":"aut","display":"Herzog, Moritz","family":"Herzog"},{"display":"Sulk, Stefan","family":"Sulk","role":"aut","given":"Stefan"},{"given":"Jakob Nikolas","role":"aut","display":"Kather, Jakob Nikolas","family":"Kather"},{"role":"aut","given":"Alexander","family":"Meining","display":"Meining, Alexander"},{"family":"Hann","display":"Hann, Alexander","role":"aut","given":"Alexander"},{"display":"Palm, Steffen","family":"Palm","role":"aut","given":"Steffen"},{"display":"Hampe, Jochen","family":"Hampe","given":"Jochen","role":"aut"},{"display":"Herzog, Nora","family":"Herzog","given":"Nora","role":"aut"},{"display":"Brinkmann, Franz","family":"Brinkmann","given":"Franz","role":"aut"}],"id":{"doi":["10.1038/s41597-025-05112-7"],"eki":["1940089808"]},"recId":"1940089808","relHost":[{"type":{"bibl":"periodical","media":"Online-Ressource"},"disp":"Galar - a large multi-label video capsule endoscopy datasetScientific data","pubHistory":["2014-"],"note":["Gesehen am 18.08.20"],"origin":[{"publisherPlace":"London","dateIssuedDisp":"2014-","dateIssuedKey":"2014","publisher":"Nature Publ. Group"}],"title":[{"title_sort":"Scientific data","title":"Scientific data"}],"id":{"eki":["788479601"],"zdb":["2775191-0"],"issn":["2052-4463"]},"physDesc":[{"extent":"Online-Ressource"}],"recId":"788479601","part":{"year":"2025","pages":"1-7","extent":"7","text":"12(2025), Artikel-ID 828, Seite 1-7","volume":"12"},"language":["eng"]}],"physDesc":[{"noteIll":"Illustrationen","extent":"7 S."}],"name":{"displayForm":["Maxime Le Floch, Fabian Wolf, Lucian McIntyre, Christoph Weinert, Albrecht Palm, Konrad Volk, Paul Herzog, Sophie Helene Kirk, Jonas L. Steinhäuser, Catrein Stopp, Mark Enrik Geissler, Moritz Herzog, Stefan Sulk, Jakob Nikolas Kather, Alexander Meining, Alexander Hann, Steffen Palm, Jochen Hampe, Nora Herzog, and Franz Brinkmann"]},"type":{"bibl":"article-journal","media":"Online-Ressource"},"title":[{"title":"Galar - a large multi-label video capsule endoscopy dataset","title_sort":"Galar - a large multi-label video capsule endoscopy dataset"}],"note":["Gesehen am 03.11.2025"],"origin":[{"dateIssuedDisp":"20 May 2025","dateIssuedKey":"2025"}]} 
SRT |a FLOCHMAXIMGALARALARG2020 

Similar Items