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Optimizing lesion detection in small-bowel capsule endoscopy: from present problems to future solutions

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Michael Vasilakakis, Anastasios Koulaouzidis, Diana E Yung, John N Plevris, Ervin Toth & Dimitris K Iakovidis. (2019) Follow-up on: optimizing lesion detection in small bowel capsule endoscopy and beyond: from present problems to future solutions. Expert Review of Gastroenterology & Hepatology 13:2, pages 129-141.
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Articles from other publishers (50)

Samir Jain, Ayan Seal & Aparajita Ojha. (2023) A Convolutional Neural Network with Meta-feature Learning for Wireless Capsule Endoscopy Image Classification. Journal of Medical and Biological Engineering 43:4, pages 475-494.
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Olivier Rukundo. (2023) Challenges of 3D Surface Reconstruction in Capsule Endoscopy. Journal of Clinical Medicine 12:15, pages 4955.
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Antonio Giordano, Miriam Escapa, Miquel Urpí-Ferreruela, Gherzon Casanova, Gloria Fernández-Esparrach, Àngels Ginès, Josep Llach & Begoña González-Suárez. (2023) Diagnostic accuracy of artificial intelligence-aided capsule endoscopy (TOP100) in overt small bowel bleeding. Surgical Endoscopy.
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Offir Ukashi, Shelly Soffer, Eyal Klang, Rami Eliakim, Shomron Ben-Horin & Uri Kopylov. (2023) Capsule Endoscopy in Inflammatory Bowel Disease: Panenteric Capsule Endoscopy and Application of Artificial Intelligence. Gut and Liver 17:4, pages 516-528.
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Nayantara Coelho-Prabhu, Shabana F. Pasha & Jonathan Leighton. 2023. Artificial Intelligence in Capsule Endoscopy. Artificial Intelligence in Capsule Endoscopy 53 68 .
Catarina Gomes, Emanuel Dias & Rolando Pinho. 2023. Artificial Intelligence in Capsule Endoscopy. Artificial Intelligence in Capsule Endoscopy 243 254 .
Xia Xie, Yu-Feng Xiao, Xiao-Yan Zhao, Jian-Jun Li, Qiang-Qiang Yang, Xue Peng, Xu-Biao Nie, Jian-Yun Zhou, Yong-Bing Zhao, Huan Yang, Xi Liu, En Liu, Yu-Yang Chen, Yuan-Yuan Zhou, Chao-Qiang Fan, Jian-Ying Bai, Hui Lin, Anastasios Koulaouzidis & Shi-Ming Yang. (2022) Development and Validation of an Artificial Intelligence Model for Small Bowel Capsule Endoscopy Video Review. JAMA Network Open 5:7, pages e2221992.
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Charles Houdeville, Romain Leenhardt, Marc Souchaud, Guillaume Velut, Nicolas Carbonell, Isabelle Nion-Larmurier, Alexandre Nuzzo, Aymeric Histace, Philippe Marteau & Xavier Dray. (2022) Evaluation by a Machine Learning System of Two Preparations for Small Bowel Capsule Endoscopy: The BUBS (Burst Unpleasant Bubbles with Simethicone) Study. Journal of Clinical Medicine 11:10, pages 2822.
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Nidhi Goel, Samarjeet Kaur, Deepak Gunjan & S.J. Mahapatra. (2022) Investigating the significance of color space for abnormality detection in wireless capsule endoscopy images. Biomedical Signal Processing and Control 75, pages 103624.
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Nidhi Goel, Samarjeet Kaur, Deepak Gunjan & S. J. Mahapatra. (2022) Dilated CNN for abnormality detection in wireless capsule endoscopy images. Soft Computing 26:3, pages 1231-1247.
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Anuja Vats, Kiran Raja, Marius Pedersen & Ahmed Mohammed. (2022) Multichannel Residual Cues for Fine-Grained Classification in Wireless Capsule Endoscopy. IEEE Access 10, pages 91414-91423.
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Filipe Fonseca, Beatriz Nunes, Marta Salgado & António Cunha. (2022) Abnormality classification in small datasets of capsule endoscopy images. Procedia Computer Science 196, pages 469-476.
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João Afonso, Miguel Mascarenhas, Tiago Ribeiro, Hélder Cardoso, Patrícia Andrade, João P.S. Ferreira, Miguel Mascarenhas Saraiva & Guilherme Macedo. (2022) Deep Learning for Automatic Identification and Characterization of the Bleeding Potential of Enteric Protruding Lesions in Capsule Endoscopy. Gastro Hep Advances 1:5, pages 835-843.
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Kaiwen Qin, Jianmin Li, Yuxin Fang, Yuyuan Xu, Jiahao Wu, Haonan Zhang, Haolin Li, Side Liu & Qingyuan Li. (2021) Convolution neural network for the diagnosis of wireless capsule endoscopy: a systematic review and meta-analysis. Surgical Endoscopy 36:1, pages 16-31.
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Miguel José Mascarenhas Saraiva, João Afonso, Tiago Ribeiro, João Ferreira, Helder Cardoso, Ana Patricia Andrade, Marco Parente, Renato Natal, Miguel Mascarenhas Saraiva & Guilherme Macedo. (2021) Deep learning and capsule endoscopy: automatic identification and differentiation of small bowel lesions with distinct haemorrhagic potential using a convolutional neural network. BMJ Open Gastroenterology 8:1, pages e000753.
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Tomáš Majtner, Jacob Broder Brodersen, Jürgen Herp, Jens Kjeldsen, Morten Lee Halling & Michael Dam Jensen. (2021) A deep learning framework for autonomous detection and classification of Crohnʼs disease lesions in the small bowel and colon with capsule endoscopy. Endoscopy International Open 09:09, pages E1361-E1370.
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Sang Hoon Kim, Youngbae Hwang, Dong Jun Oh, Ji Hyung Nam, Ki Bae Kim, Junseok Park, Hyun Joo Song & Yun Jeong Lim. (2021) Efficacy of a comprehensive binary classification model using a deep convolutional neural network for wireless capsule endoscopy. Scientific Reports 11:1.
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Libin Lan & Chunxiao Ye. (2021) Recurrent generative adversarial networks for unsupervised WCE video summarization. Knowledge-Based Systems 222, pages 106971.
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Joel Lange, Arooj Shah & Andrew C. Meltzer. (2021) Video Capsule Endoscopy Beyond the Gastrointestinal Suite. Gastrointestinal Endoscopy Clinics of North America 31:2, pages 377-385.
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Anastasios Koulaouzidis, Konstantinos Dabos, Michael Philipper, Ervin Toth & Martin Keuchel. (2021) How should we do colon capsule endoscopy reading: a practical guide. Therapeutic Advances in Gastrointestinal Endoscopy 14, pages 263177452110019.
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Taiki Aoyama, Akira Fukumoto, Kenjiro Shigita, Naoki Asayama, Shinichi Mukai & Shinji Nagata. (2020) Bile pigment in small-bowel water content may reflect bowel habits: a retrospective analysis of a capsule endoscopy imaging series. BMC Gastroenterology 20:1.
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Samir Jain, Ayan Seal, Aparajita Ojha, Ondrej Krejcar, Jan Bureš, Ilja Tachecí & Anis Yazidi. (2020) Detection of abnormality in wireless capsule endoscopy images using fractal features. Computers in Biology and Medicine 127, pages 104094.
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Shelly Soffer, Eyal Klang, Orit Shimon, Noy Nachmias, Rami Eliakim, Shomron Ben-Horin, Uri Kopylov & Yiftach Barash. (2020) Deep learning for wireless capsule endoscopy: a systematic review and meta-analysis. Gastrointestinal Endoscopy 92:4, pages 831-839.e8.
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Muhammad Attique Khan, Muhammad Sharif, Tallha Akram, Mussarat Yasmin & Ramesh Sunder Nayak. (2019) Stomach Deformities Recognition Using Rank-Based Deep Features Selection. Journal of Medical Systems 43:12.
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Zhen Ding, Huiying Shi, Hao Zhang, Lingjun Meng, Mengke Fan, Chaoqun Han, Kun Zhang, Fanhua Ming, Xiaoping Xie, Hao Liu, Jun Liu, Rong Lin & Xiaohua Hou. (2019) Gastroenterologist-Level Identification of Small-Bowel Diseases and Normal Variants by Capsule Endoscopy Using a Deep-Learning Model. Gastroenterology 157:4, pages 1044-1054.e5.
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Romain Leenhardt, Pauline Vasseur, Cynthia Li, Jean Christophe Saurin, Gabriel Rahmi, Franck Cholet, Aymeric Becq, Philippe Marteau, Aymeric Histace, Xavier Dray, Sylvie Sacher-Huvelin, Farida Mesli, Chloé Leandri, Isabelle Nion-Larmurier, Stéphane Lecleire, Romain Gerard, Clotilde Duburque, Geoffroy Vanbiervliet, Xavier Amiot, Jean Philippe Le Mouel, Michel Delvaux, Pierre Jacob, Camille Simon-Shane & Olivier Romain. (2019) A neural network algorithm for detection of GI angiectasia during small-bowel capsule endoscopy. Gastrointestinal Endoscopy 89:1, pages 189-194.
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Dimitris K. Iakovidis, Spiros V. Georgakopoulos, Michael Vasilakakis, Anastasios Koulaouzidis & Vassilis P. Plagianakos. (2018) Detecting and Locating Gastrointestinal Anomalies Using Deep Learning and Iterative Cluster Unification. IEEE Transactions on Medical Imaging 37:10, pages 2196-2210.
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Xi Jiang, Yang-Yang Qian, Xiao Liu, Jun Pan, Wen-Bin Zou, Wei Zhou, Yuan-Yuan Luo, Yi-Zhi Chen, Zhao-Shen Li & Zhuan Liao. (2018) Impact of magnetic steering on gastric transit time of a capsule endoscopy (with video). Gastrointestinal Endoscopy 88:4, pages 746-754.
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Su Hwan Kim, Dong-Hoon Yang & Jin Su Kim. (2018) Current Status of Interpretation of Small Bowel Capsule Endoscopy. Clinical Endoscopy 51:4, pages 329-333.
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Yixuan Yuan, Xiwen Yao, Junwei Han, Lei Guo & Max Q.-H. Meng. (2018) Discriminative Joint-Feature Topic Model With Dual Constraints for WCE Classification. IEEE Transactions on Cybernetics 48:7, pages 2074-2085.
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Xiaohan Xing, Xiao Jia & Max Q.-H. Meng. (2018) Bleeding Detection in Wireless Capsule Endoscopy Image Video Using Superpixel-Color Histogram and a Subspace KNN Classifier. Bleeding Detection in Wireless Capsule Endoscopy Image Video Using Superpixel-Color Histogram and a Subspace KNN Classifier.
Jun-Yan He, Xiao Wu, Yu-Gang Jiang, Qiang Peng & Ramesh Jain. (2018) Hookworm Detection in Wireless Capsule Endoscopy Images With Deep Learning. IEEE Transactions on Image Processing 27:5, pages 2379-2392.
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Paulo Coelho, Ana Pereira, Argentina Leite, Marta Salgado & António Cunha. 2018. Image Analysis and Recognition. Image Analysis and Recognition 553 561 .
Shipra Suman, Fawnizu Hussin, Aamir Malik, Shiaw Ho, Ida Hilmi, Alex Leow & Khean-Lee Goh. (2017) Feature Selection and Classification of Ulcerated Lesions Using Statistical Analysis for WCE Images. Applied Sciences 7:10, pages 1097.
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George Dimas, Evaggelos Spyrou, Dimitris K. Iakovidis & Anastasios Koulaouzidis. (2017) Intelligent visual localization of wireless capsule endoscopes enhanced by color information. Computers in Biology and Medicine 89, pages 429-440.
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George Dimas, Dimitris K Iakovidis, Alexandros Karargyris, Gastone Ciuti & Anastasios Koulaouzidis. (2017) An artificial neural network architecture for non-parametric visual odometry in wireless capsule endoscopy. Measurement Science and Technology 28:9, pages 094005.
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Honghan Chen, Xiao Wu, Gan Tao & Qiang Peng. (2017) Automatic content understanding with cascaded spatial–temporal deep framework for capsule endoscopy videos. Neurocomputing 229, pages 77-87.
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Gian Eugenio Tontini, Felix Wiedbrauck, Flaminia Cavallaro, Anastasios Koulaouzidis, Roberta Marino, Luca Pastorelli, Luisa Spina, Mark E. McAlindon, Piera Leoni, Pasquale Vitagliano, Sergio Cadoni, Emanuele Rondonotti & Maurizio Vecchi. (2017) Small-bowel capsule endoscopy with panoramic view: results of the first multicenter, observational study (with videos). Gastrointestinal Endoscopy 85:2, pages 401-408.e2.
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Benito Velayos Jiménez, Noelia Alcaide Suárez, Guillermo González Redondo, Luis Fernández Salazar, Rocío Aller de la Fuente, Lourdes del Olmo Martínez, Lourdes Ruiz Rebollo & José Manuel González Hernández. (2017) Influencia de la experiencia acumulada del explorador en el valor predictivo negativo de la cápsula endoscópica. Gastroenterología y Hepatología 40:1, pages 10-15.
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Anastasios Koulaouzidis, Taina Sipponen, Artur Nemeth, Richard Makins, Uri Kopylov, Moshe Nadler, Andry Giannakou, Diana E. Yung, Gabriele Wurm Johansson, Leonidas Bartzis, Henrik Thorlacius, Ernest G. Seidman, Rami Eliakim, John N. Plevris & Ervin Toth. (2016) Association Between Fecal Calprotectin Levels and Small-bowel Inflammation Score in Capsule Endoscopy: A Multicenter Retrospective Study. Digestive Diseases and Sciences 61:7, pages 2033-2040.
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