publications
publications by categories in reversed chronological order.
2023
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A digital score of peri-epithelial lymphocytic activity predicts malignant transformation in oral epithelial dysplasiamedRxiv, 2023
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Mimicking a Pathologist: Dual Attention Model for Scoring of Gigapixel Histology ImagesarXiv preprint arXiv:2302.09682, 2023
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Consistency Regularisation in Varying Contexts and Feature Perturbations for Semi-Supervised Semantic Segmentation of Histology ImagesarXiv preprint arXiv:2301.13141, 2023
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LYSTO: The Lymphocyte Assessment Hackathon and Benchmark DatasetarXiv preprint arXiv:2301.06304, 2023
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CoNIC Challenge: Pushing the Frontiers of Nuclear Detection, Segmentation, Classification and CountingarXiv preprint arXiv:2303.06274, 2023
2022
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TIAToolbox as an end-to-end library for advanced tissue image analyticsCommunications medicine, 2022
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DigestPath: A benchmark dataset with challenge review for the pathological detection and segmentation of digestive-systemMedical Image Analysis, 2022
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A Novel Framework for Coarse-Grained Semantic Segmentation of Whole-Slide ImagesIn Medical Image Understanding and Analysis: 26th Annual Conference, MIUA 2022, Cambridge, UK, July 27–29, 2022, Proceedings, 2022
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Stain-robust mitotic figure detection for the mitosis domain generalization challengeIn Biomedical Image Registration, Domain Generalisation and Out-of-Distribution Analysis: MICCAI 2021 Challenges: MIDOG 2021, MOOD 2021, and Learn2Reg 2021, Held in Conjunction with MICCAI 2021, Strasbourg, France, September 27–October 1, 2021, Proceedings, 2022
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A Fully Automated Multi-Scale Pipeline for Oral Epithelial Dysplasia Grading and Outcome PredictionIn Medical Imaging with Deep Learning, 2022
2021
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Simultaneous nuclear instance and layer segmentation in oral epithelial dysplasiaIn Proceedings of the IEEE/CVF International Conference on Computer Vision, 2021
2020
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Automated grade classification of oral epithelial dysplasia using morphometric analysis of histology imagesIn Medical Imaging 2020: Digital Pathology, 2020
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HydraMix-Net: A deep multi-task semi-supervised learning approach for cell detection and classificationIn Interpretable and Annotation-Efficient Learning for Medical Image Computing: Third International Workshop, iMIMIC 2020, Second International Workshop, MIL3ID 2020, and 5th International Workshop, LABELS 2020, Held in Conjunction with MICCAI 2020, Lima, Peru, October 4–8, 2020, Proceedings 3, 2020
2019
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Vr-proud: Vehicle re-identification using progressive unsupervised deep architecturePattern Recognition, 2019
2018
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DUPL-VR: deep unsupervised progressive learning for vehicle re-identificationIn Advances in Visual Computing: 13th International Symposium, ISVC 2018, Las Vegas, NV, USA, November 19–21, 2018, Proceedings 13, 2018