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We introduce Kvasir-VQA, an extended dataset derived from the HyperKvasir and Kvasir-Instrument datasets, augmented with question-and-answer annotations to facilitate advanced machine learning tasks in Gastrointestinal (GI) diagnostics.
Robotic Scene Segmentation Sub-Challenge
Max Allan and Mahdi Azizian. 2019 · 1902
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Diseases of the Gastrointestinal System
Christine B. Navarre and D. G. Pugh. 2002 · 2002
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Towards automatic polyp detection with a polyp appearance model
Jorge Bernal, Javier Sánchez, and Fernando Vilarino. 2012 · 2012
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Toward embedded detection of polyps in wce images for early diagnosis of colorectal cancer
Juan Silva, Aymeric Histace, Olivier Romain, Xavier Dray, and Bertrand Granado. 2014 · 2014
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WM-DOVA maps for accurate polyp highlighting in colonoscopy: Validation vs. saliency maps from physicians
Jorge Bernal, F Javier Sánchez, Gloria Fernández-Esparrach, Debora Gil, Cristina Rodríguez, and Fernando Vilariño. 2015 · 2015
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Automated Polyp Detection in Colonoscopy Videos Using Shape and Context Information
Nima Tajbakhsh, Suryakanth R Gurudu, and Jianming Liang. 2016 · 2015
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CIDEr: Consensus-based image description evaluation
Ramakrishna Vedantam, C. Lawrence Zitnick, and Devi Parikh. [n. d.] · 2015
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Towards real-time polyp detection in colonoscopy videos: Adapting still frame-based methodologies for video sequences analysis
Quentin Angermann, Jorge Bernal, Cristina Sánchez-Montes, Maroua Hammami, Gloria Fernández-Esparrach, Xavier Dray, Olivier Romain, F Javier Sánchez, and Aymeric Histace. 2017 · 2017
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Gastrointestinal Image ANAlysis (GIANA) Angiodysplasia D&L challenge
Jorge Bernal and Histace Aymeric. 2017a · 2017
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MICCAI Endoscopic Vision Challenge Polyp detection and segmentation
Jorge Bernal and Histace Aymeric. 2017b · 2017
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Performance measures for lower gastrointestinal endoscopy: a European Society of Gastrointestinal Endoscopy (ESGE) Quality Improvement Initiative
Michal F. Kaminski, Siwan Thomas-Gibson, Marek Bugajski, Michael Bretthauer, Colin J. Rees, Evelien Dekker, Geir Hoff, Rodrigo Jover, Stepan Suchanek, Monika Ferlitsch, John Anderson, Thomas Roesch, Rolf Hultcranz, Istvan Racz, Ernst J. Kuipers, Kjetil Garborg, James E. East, Maciej Rupinski, Birgitte Seip, Cathy Bennett, Carlo Senore, Silvia Minozzi, Raf Bisschops, Dirk Domagk, Roland Valori, Cristiano Spada, Cesare Hassan, Mario Dinis-Ribeiro, and Matthew D. Rutter. 2017 · 2017
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KID Project: an internet-based digital video atlas of capsule endoscopy for research purposes
Anastasios Koulaouzidis, Dimitris K. Iakovidis, Diana E. Yung, Emanuele Rondonotti, Uri Kopylov, John N. Plevris, Ervin Toth, Abraham Eliakim, Gabrielle Wurm Johansson, Wojciech Marlicz, Georgios Mavrogenis, Artur Nemeth, Henrik Thorlacius, and Gian Eugenio Tontini. 2017 · 2017
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Polyp detection benchmark in colonoscopy videos using gtcreator: A novel fully configurable tool for easy and fast annotation of image databases. In Proceedings of Computer Assisted Radiology and Surgery (CARS)
Jorge Bernal, Aymeric Histace, Marc Masana, Quentin Angermann, Cristina Sánchez-Montes, Cristina Rodriguez, Maroua Hammami, Ana Garcia-Rodriguez, Henry Córdova, Olivier Romain, Gloria Fernández-Esparrach, Xavier Dray, and Javier Sanchez. 2018 · 2018
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Comparative evaluation of instrument segmentation and tracking methods in minimally invasive surgery
Sebastian Bodenstedt, Max Allan, Anthony Agustinos, Xiaofei Du, Luis Garcia-Peraza-Herrera, Hannes Kenngott, Thomas Kurmann, Beat Müller-Stich, Sebastien Ourselin, Daniil Pakhomov, et al · 2018
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Pathophysiological Mechanisms of Gastrointestinal Toxicity
H. Gelberg. 2018 · 2018
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Real-time automatic detection system increases colonoscopic polyp and adenoma detection rates: a prospective randomised controlled study
Pu Wang, Tyler M. Berzin, Jeremy Romek Glissen Brown, Shishira Bharadwaj, Aymeric Becq, Xun Xiao, Peixi Liu, Liangping Li, Yan Song, Di Zhang, Yi Li, Guangre Xu, Mengtian Tu, and Xiaogang Liu. 2019 · 2018
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Artificial intelligence and computer-aided diagnosis in colonoscopy: current evidence and future directions
Omer F. Ahmad, Antonio S. Soares, Evangelos Mazomenos, Patrick Brandao, Roser Vega, Edward Seward, Danail Stoyanov, Manish Chand, and Laurence B. Lovat. 2019 · 2019
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Endoscopy artifact detection (EAD 2019) challenge dataset
Sharib Ali, Felix Zhou, Christian Daul, Barbara Braden, Adam Bailey, Stefano Realdon, James East, Georges Wagnières, Victor Loschenov, Enrico Grisan, Walter Blondel, and Jens Rittscher. 2019 · 2019
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2017 Robotic instrument segmentation challenge
Max Allan et al · 2019
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Going Deep in Medical Image Analysis: Concepts, Methods, Challenges, and Future Directions
Fouzia Altaf, Syed M. S. Islam, Naveed Akhtar, and Naeem Khalid Janjua. 2019 · 2019
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El Salvador Atlas of Gastrointestinal Video Endoscopy
Julio Murra-Saca et al. 2019 · 2019
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The Atlas of Gastrointestinal Endoscope
David M. Martin. 2019 · 2019
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Gastrointestinal Lesions in Regular Colonoscopy Dataset
Pablo Mesejo, Daniel Pizarro, Armand Abergel, Olivier Rouquette, Sylvain Beorchia, Laurent Poincloux, and Adrien Bartoli. 2019 · 2019
Cited alongside, same era.
Global Burden of 5 Major Types of Gastrointestinal Cancer
Melina Arnold, Christian C. Abnet, Rachel E. Neale, Jerome Vignat, Edward L. Giovannucci, Katherine A. McGlynn, and Freddie Bray. 2020 · 2020
Cited alongside, same era.
HyperKvasir, a comprehensive multi-class image and video dataset for gastrointestinal endoscopy
Hanna Borgli, Vajira Thambawita, Pia H. Smedsrud, Steven Hicks, Debesh Jha, Sigrun L. Eskeland, Kristin Ranheim Randel, Konstantin Pogorelov, Mathias Lux, Duc Tien Dang Nguyen, Dag Johansen, Carsten Griwodz, Håkon K. Stensland, Enrique Garcia-Ceja, Peter T. Schmidt, Hugo L. Hammer, Michael A. Riegler, Pål Halvorsen, and Thomas de Lange. 2020 · 2020
Cited alongside, same era.
Surgical-VQA: Visual Question Answering in Surgical Scenes Using Transformer
Lalithkumar Seenivasan, Mobarakol Islam, Adithya K. Krishna, and Hongliang Ren. 2022 · 2022
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Video Capsule Endoscopy Classification using Focal Modulation Guided Convolutional Neural Network
Abhishek Srivastava, Nikhil Kumar Tomar, Ulas Bagci, and Debesh Jha. 2022 · 2022
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Revolutionizing healthcare: the role of artificial intelligence in clinical practice
Shuroug A. Alowais, Sahar S. Alghamdi, Nada Alsuhebany, Tariq Alqahtani, Abdulrahman I. Alshaya, Sumaya N. Almohareb, Atheer Aldairem, Mohammed Alrashed, Khalid Bin Saleh, Hisham A. Badreldin, Majed S. Al Yami, Shmeylan Al Harbi, and Abdulkareem M. Albekairy. 2023 · 2023
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Overview of ImageCLEFmedical 2023-Medical Visual Question Answering for Gastrointestinal Tract. In CLEF (Working Notes) . 1316–1327
Steven Hicks, Andrea M Storås, Pål Halvorsen, Thomas de Lange, Michael Riegler, and Vajira Thambawita. 2023 · 2023
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Diffusion models in medical imaging: A comprehensive survey
Amirhossein Kazerouni, Ehsan Khodapanah Aghdam, Moein Heidari, Reza Azad, Mohsen Fayyaz, Ilker Hacihaliloglu, and Dorit Merhof. 2023 · 2023
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Kvasir-seg: A segmented polyp dataset. In Proceeding of International Conference on Multimedia Modeling (MMM) , Vol. 11962. 451–462
Debesh Jha, Pia H Smedsrud, Michael A Riegler, Pål Halvorsen, Thomas de Lange, Dag Johansen, and Håvard D Johansen. 2020 · 2020
Cited alongside, same era.
AI in Medical Imaging Informatics: Current Challenges and Future Directions
Andreas S. Panayides, Amir Amini, Nenad D. Filipovic, Ashish Sharma, Sotirios A. Tsaftaris, Alistair Young, David Foran, Nhan Do, Spyretta Golemati, Tahsin Kurc, Kun Huang, Konstantina S. Nikita, Ben P. Veasey, Michalis Zervakis, Joel H. Saltz, and Constantinos S. Pattichis. 2020 · 2020
Cited alongside, same era.
Robust Medical Instrument Segmentation Challenge 2019
Tobias Ross et al · 2020
Cited alongside, same era.
Role of gastrointestinal endoscopy in the screening of digestive tract cancers in Europe: European Society of Gastrointestinal Endoscopy (ESGE) Position Statement
Adrian Săftoiu, Cesare Hassan, Miguel Areia, Manoop S. Bhutani, Raf Bisschops, Erwan Bories, Irina M. Cazacu, Evelien Dekker, Pierre H. Deprez, Stephen P. Pereira, Carlo Senore, Riccardo Capocaccia, Giulio Antonelli, Jeanin van Hooft, Helmut Messmann, Peter D. Siersema, Mario Dinis-Ribeiro, and Thierry Ponchon. 2020 · 2020
Cited alongside, same era.
HAL: Hybrid active learning for efficient labeling in medical domain
Xing Wu, Cheng Chen, Mingyu Zhong, and Jianjia Wang. 2021 · 2020
Cited alongside, same era.
LoRA: Low-Rank Adaptation of Large Language Models
Edward J. Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen. 2021 · 2021
Cited alongside, same era.
A comprehensive analysis of classification methods in gastrointestinal endoscopy imaging
Debesh Jha, Sharib Ali, Steven Hicks, Vajira Thambawita, Hanna Borgli, Pia H. Smedsrud, Thomas de Lange, Konstantin Pogorelov, Xiaowei Wang, Philipp Harzig, Minh-Triet Tran, Wenhua Meng, Trung-Hieu Hoang, Danielle Dias, Tobey H. Ko, Taruna Agrawal, Olga Ostroukhova, Zeshan Khan, Muhammad Atif Tahir, Yang Liu, Yuan Chang, Mathias Kirkerød, Dag Johansen, Mathias Lux, Håvard D. Johansen, Michael A. Riegler, and Pål Halvorsen. 2021b · 2021
Cited alongside, same era.
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Medical visual question answering: A survey
Zhihong Lin, Donghao Zhang, Qingyi Tao, Danli Shi, Gholamreza Haffari, Qi Wu, Mingguang He, and Zongyuan Ge. 2023 · 2023
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Multiscale Feature Extraction and Fusion of Image and Text in VQA
Siyu Lu, Yueming Ding, Mingzhe Liu, Zhengtong Yin, Lirong Yin, and Wenfeng Zheng. 2023 · 2023
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Prodigy: An Expeditiously Adaptive Parameter-Free Learner
Konstantin Mishchenko and Aaron Defazio. 2023 · 2023
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2D medical image synthesis using transformer-based denoising diffusion probabilistic model
Shaoyan Pan, Tonghe Wang, Richard L. J. Qiu, Marian Axente, Chih-Wei Chang, Junbo Peng, Ashish B. Patel, Joseph Shelton, Sagar A. Patel, Justin Roper, and Xiaofeng Yang. 2023 · 2023
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DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation
Nataniel Ruiz, Yuanzhen Li, Varun Jampani, Yael Pritch, Michael Rubinstein, and Kfir Aberman. [n. d.] · 2023
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Medical image captioning via generative pretrained transformers
Alexander Selivanov, Oleg Y. Rogov, Daniil Chesakov, Artem Shelmanov, Irina Fedulova, and Dmitry V. Dylov. 2023 · 2023
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Florence-2: Advancing a Unified Representation for a Variety of Vision Tasks
Bin Xiao, Haiping Wu, Weijian Xu, Xiyang Dai, Houdong Hu, Yumao Lu, Michael Zeng, Ce Liu, and Lu Yuan. 2023 · 2023
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