Anatomically Constrained Neural Networks (ACNNs): Application to Cardiac Image Enhancement and Segmentation
Oktay, Ozan, Ferrante, Enzo, Kamnitsas, Konstantinos, Heinrich, Mattias, Wenjia Bai, Caballero, Jose, Cook, Stuart A., de Marvao, Antonio, Dawes, Timothy, O'Regan, Declan P., Kainz, Bernhard, Glocker, Ben, Rueckert, Daniel
Published in IEEE transactions on medical imaging (01.02.2018)
Published in IEEE transactions on medical imaging (01.02.2018)
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Journal Article
DeepCut: Object Segmentation From Bounding Box Annotations Using Convolutional Neural Networks
Rajchl, Martin, Lee, Matthew C. H., Oktay, Ozan, Kamnitsas, Konstantinos, Passerat-Palmbach, Jonathan, Bai, Wenjia, Damodaram, Mellisa, Rutherford, Mary A., Hajnal, Joseph V., Kainz, Bernhard, Rueckert, Daniel
Published in IEEE transactions on medical imaging (01.02.2017)
Published in IEEE transactions on medical imaging (01.02.2017)
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Journal Article
Reverse Classification Accuracy: Predicting Segmentation Performance in the Absence of Ground Truth
Valindria, Vanya V., Lavdas, Ioannis, Wenjia Bai, Kamnitsas, Konstantinos, Aboagye, Eric O., Rockall, Andrea G., Rueckert, Daniel, Glocker, Ben
Published in IEEE transactions on medical imaging (01.08.2017)
Published in IEEE transactions on medical imaging (01.08.2017)
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Journal Article
Domain Adaptation and Representation Transfer: 4th MICCAI Workshop, DART 2022, Held in Conjunction with MICCAI 2022, Singapore, September 22, 2022, Proceedings
Kamnitsas, Konstantinos, Koch, Lisa, Islam, Mobarakol, Xu, Ziyue, Cardoso, Jorge, Dou, Qi, Rieke, Nicola, Tsaftaris, Sotirios
Year of Publication 2022
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Year of Publication 2022
eBook
Regional brain morphometry in patients with traumatic brain injury based on acute- and chronic-phase magnetic resonance imaging
Ledig, Christian, Kamnitsas, Konstantinos, Koikkalainen, Juha, Posti, Jussi P, Takala, Riikka S K, Katila, Ari, Frantzén, Janek, Ala-Seppälä, Henna, Kyllönen, Anna, Maanpää, Henna-Riikka, Tallus, Jussi, Lötjönen, Jyrki, Glocker, Ben, Tenovuo, Olli, Rueckert, Daniel
Published in PloS one (28.11.2017)
Published in PloS one (28.11.2017)
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Journal Article
Multi-channel MRI segmentation of eye structures and tumors using patient-specific features
Ciller, Carlos, De Zanet, Sandro, Kamnitsas, Konstantinos, Maeder, Philippe, Glocker, Ben, Munier, Francis L, Rueckert, Daniel, Thiran, Jean-Philippe, Bach Cuadra, Meritxell, Sznitman, Raphael
Published in PloS one (28.03.2017)
Published in PloS one (28.03.2017)
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Journal Article
Domain Adaptation and Representation Transfer and Medical Image Learning with Less Labels and Imperfect Data: First MICCAI Workshop, DART 2019, and First International Workshop, MIL3ID 2019, Shenzhen, Held in Conjunction with MICCAI 2019, Shenzhen, China, October 13 and 17, 2019, Proceedings
Wang, Qian, Milletari, Fausto, Nguyen, Hien V, Albarqouni, Shadi, Cardoso, M. Jorge, Rieke, Nicola, Xu, Ziyue, Kamnitsas, Konstantinos, Patel, Vishal, Roysam, Badri
Year of Publication 2019
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Year of Publication 2019
eBook
SonoNet: Real-Time Detection and Localisation of Fetal Standard Scan Planes in Freehand Ultrasound
Baumgartner, Christian F., Kamnitsas, Konstantinos, Matthew, Jacqueline, Fletcher, Tara P., Smith, Sandra, Koch, Lisa M., Kainz, Bernhard, Rueckert, Daniel
Published in IEEE transactions on medical imaging (01.11.2017)
Published in IEEE transactions on medical imaging (01.11.2017)
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Journal Article
Context Label Learning: Improving Background Class Representations in Semantic Segmentation
Li, Zeju, Kamnitsas, Konstantinos, Ouyang, Cheng, Chen, Chen, Glocker, Ben
Published in IEEE transactions on medical imaging (01.06.2023)
Published in IEEE transactions on medical imaging (01.06.2023)
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Journal Article
Analyzing Overfitting Under Class Imbalance in Neural Networks for Image Segmentation
Li, Zeju, Kamnitsas, Konstantinos, Glocker, Ben
Published in IEEE transactions on medical imaging (01.03.2021)
Published in IEEE transactions on medical imaging (01.03.2021)
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Journal Article
Efficient multi-scale 3D CNN with fully connected CRF for accurate brain lesion segmentation
Kamnitsas, Konstantinos, Ledig, Christian, Newcombe, Virginia F.J., Simpson, Joanna P., Kane, Andrew D., Menon, David K., Rueckert, Daniel, Glocker, Ben
Published in Medical image analysis (01.02.2017)
Published in Medical image analysis (01.02.2017)
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Journal Article
Unsupervised Domain Adaptation in Brain Lesion Segmentation with Adversarial Networks
Kamnitsas, Konstantinos, Baumgartner, Christian, Ledig, Christian, Newcombe, Virginia, Simpson, Joanna, Kane, Andrew, Menon, David, Nori, Aditya, Criminisi, Antonio, Rueckert, Daniel, Glocker, Ben
Published in Information Processing in Medical Imaging
Published in Information Processing in Medical Imaging
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Book Chapter
Joint Optimization of Class-Specific Training- and Test-Time Data Augmentation in Segmentation
Li, Zeju, Kamnitsas, Konstantinos, Dou, Qi, Qin, Chen, Glocker, Ben
Published in IEEE transactions on medical imaging (01.11.2023)
Published in IEEE transactions on medical imaging (01.11.2023)
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Journal Article
Evaluating reinforcement learning agents for anatomical landmark detection
Alansary, Amir, Oktay, Ozan, Li, Yuanwei, Folgoc, Loic Le, Hou, Benjamin, Vaillant, Ghislain, Kamnitsas, Konstantinos, Vlontzos, Athanasios, Glocker, Ben, Kainz, Bernhard, Rueckert, Daniel
Published in Medical image analysis (01.04.2019)
Published in Medical image analysis (01.04.2019)
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Journal Article
Explainable Anatomical Shape Analysis Through Deep Hierarchical Generative Models
Biffi, Carlo, Cerrolaza, Juan J., Tarroni, Giacomo, Bai, Wenjia, de Marvao, Antonio, Oktay, Ozan, Ledig, Christian, Le Folgoc, Loic, Kamnitsas, Konstantinos, Doumou, Georgia, Duan, Jinming, Prasad, Sanjay K., Cook, Stuart A., O'Regan, Declan P., Rueckert, Daniel
Published in IEEE transactions on medical imaging (01.06.2020)
Published in IEEE transactions on medical imaging (01.06.2020)
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Journal Article
Multiclass semantic segmentation and quantification of traumatic brain injury lesions on head CT using deep learning: an algorithm development and multicentre validation study
Monteiro, Miguel, Newcombe, Virginia F J, Mathieu, Francois, Adatia, Krishma, Kamnitsas, Konstantinos, Ferrante, Enzo, Das, Tilak, Whitehouse, Daniel, Rueckert, Daniel, Menon, David K, Glocker, Ben
Published in The Lancet. Digital health (01.06.2020)
Published in The Lancet. Digital health (01.06.2020)
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Journal Article
Fully automatic, multiorgan segmentation in normal whole body magnetic resonance imaging (MRI), using classification forests (CFs), convolutional neural networks (CNNs), and a multi-atlas (MA) approach
Lavdas, Ioannis, Glocker, Ben, Kamnitsas, Konstantinos, Rueckert, Daniel, Mair, Henrietta, Sandhu, Amandeep, Taylor, Stuart A, Aboagye, Eric O, Rockall, Andrea G
Published in Medical physics (Lancaster) (01.10.2017)
Published in Medical physics (Lancaster) (01.10.2017)
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Journal Article