ESTADÍSTICA E INVESTIGACIÓN OPERATIVA
Departamento
Aggelos K.
Katsaggelos
Publicaciones en las que colabora con Aggelos K. Katsaggelos (15)
2024
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An end-to-end approach to combine attention feature extraction and Gaussian Process models for deep multiple instance learning in CT hemorrhage detection
Expert Systems with Applications, Vol. 240
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Focused active learning for histopathological image classification
Medical Image Analysis, Vol. 95
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Hyperbolic Secant representation of the logistic function: Application to probabilistic Multiple Instance Learning for CT intracranial hemorrhage detection
Artificial Intelligence, Vol. 331
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Learning from crowds for automated histopathological image segmentation
Computerized Medical Imaging and Graphics, Vol. 112
2023
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Crowdsourcing Segmentation of Histopathological Images Using Annotations Provided by Medical Students
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
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Deep Gaussian Processes for Classification With Multiple Noisy Annotators. Application to Breast Cancer Tissue Classification
IEEE Access, Vol. 11, pp. 6922-6934
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Probabilistic fusion of crowds and experts for the search of gravitational waves
Knowledge-Based Systems, Vol. 261
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Smooth Attention for Deep Multiple Instance Learning: Application to CT Intracranial Hemorrhage Detection
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2022
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Scalable Variational Gaussian Processes for Crowdsourcing: Glitch Detection in LIGO
IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 44, Núm. 3, pp. 1534-1551
2021
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Learning from crowds in digital pathology using scalable variational Gaussian processes
Scientific Reports, Vol. 11, Núm. 1
2019
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Learning from crowds with variational Gaussian processes
Pattern Recognition, Vol. 88, pp. 298-311
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Scalable and efficient learning from crowds with Gaussian processes
Information Fusion, Vol. 52, pp. 110-127
2018
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Passive millimeter wave image classification with large scale Gaussian processes
Proceedings - International Conference on Image Processing, ICIP
2000
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Restoration of severely blurred high range images using stochastic and deterministic relaxation algorithms in compound Gauss-Markov random fields
Pattern Recognition, Vol. 33, Núm. 4, pp. 555-571
1997
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Restoration of severely blurred high range images using stochastic and deterministic relaxation algorithms in compound gauss markov random fields
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)