PhD Thesis
- R. Annunziata:
- "Leveraging Modelling and Machine Learning for the Analysis of Curvlinear Structures in Medical Images",
- School of Science and Engineering, Computing, University of Dundee, 12th Aug 2016.
Journals
- "Leveraging Modelling and Machine Learning for the Analysis of Curvlinear Structures in Medical Images",
- [4] R. Annunziata and E. Trucco:
- "Accelerating Convolutional Sparse Coding for Curvilinear Structures Segmentation by Refining SCIRD-TS Filter Banks",
- IEEE Transactions on Medical Imaging, 2016.
- [3] R. Annunziata, A. Kheirkhah, S. Aggarwal, P. Hamrah and E. Trucco:
- "A Fully Automated Tortuosity Quantification System with Application to Corneal Nerve Fibres In Confocal Microscopy Images",
- Medical Image Analysis, 2016. [bib]
- [2] R. Annunziata, A. Kheirkhah, S. Aggarwal, B. M. Cavalcanti, P. Hamrah and E. Trucco:
- "Two-Dimensional Plane for Multi-Scale Quantification of Corneal Subbasal Nerve Tortuosity",
- Investigative Ophthalmology & Visual Science, 2016. [bib]
- [1] R. Annunziata, A. Garzelli, L. Ballerini, A. Mecocci and E. Trucco:
- "Leveraging Multiscale Hessian-based Enhancement with a Novel Exudate Inpainting Technique for Retinal Vessel Segmentation",
- IEEE Journal of Biomedical and Health Informatics, 2015. [bib]
Conferences
- "Accelerating Convolutional Sparse Coding for Curvilinear Structures Segmentation by Refining SCIRD-TS Filter Banks",
- [11] Annunziata R., Kheirkhah A., Hamrah P., Trucco E.:
- "Scale and Curvature Invariant Ridge Detector for Tortuous and Fragmented Structures",
- Proceedings of Medical Image Computing and Computer Assisted Interventions (MICCAI), 2015, Munich, Germany. [bib][ERRATA CORRIGE][Poster] [MATLAB code]
- (acceptance rate: 32.5%)
- [10] Annunziata R., Kheirkhah A., Hamrah P., Trucco E.:
- "Boosting Hand-Crafted Features for Curvilinear Structure Segmentation by Learning Context Filters",
- Proceedings of Medical Image Computing and Computer Assisted Interventions (MICCAI), 2015, Munich, Germany. [bib] [Poster]
- (acceptance rate: 32.5%)
- [9] Annunziata R., Kheirkhah A., Hamrah P., Trucco E.:
- "Combining Efficient Hand-Crafted Features with Learned Filters for Fast and Accurate Corneal Nerve Fibre Centreline Detection",
- Proceedings of IEEE Engineering in Medicine and Biology Society (EMBS) 2015, Milan, Italy . [bib]
- (Oral presentation)
- [8] Annunziata R, Kheirkhah A, Hamrah P, Trucco E:
- "Towards Robust and Efficient Automated Curvilinear Structure Detection in Medical Images",
- PhD symposium 2015, School of Computing, University of Dundee, Dundee, UK. [bib]
- (BEST PAPER AWARD)
- [7] E. Trucco, R. Annunziata, L Ballerini, E. Pellegrini, S. McKenna, T. MacGillivray, T. Pearson, D. Relan, G. Robertson, A. Doney, B. Dhillon, J. Cameron:
- "VAMPIRE: Vessel Assessment and Measurement Platform for Images of the REtina",
- SICSA Dundee Medical Image Analysis Workshop 2015, Dundee, UK. [bib]
- [6] Annunziata R, Kheirkhah A, Aggarwal S, Cavalcanti BM, Hamrah P, Trucco E:
- "Tortuosity classification of corneal nerves images using a multiple-scale-multiple-window approach",
- Proceedings of the Ophthalmic Medical Image Analysis (OMIA) Workshop, MICCAI 2014, Boston, USA. [bib]
- [5] S. Manivannan, H. Shen, W. Li, R. Annunziata, H. Hamad, R. Wang, J. Zhang:
- "Brain Tumor Region Segmentation using Local Co-occurrence Features and Conditional Random Fields",.
- Proceedings of Digital Pathology Classification and Segmentation Challenge (Workshop), MICCAI 2014, Boston, USA. [bib]
- [4] A. Lisowska, R. Annunziata, E. Trucco, D. Karl, G.K. Loh,
- "An Experimental Assessment of Five Indices of Retinal Vessel Tortuosity with the RET-TORT Public Dataset",
- 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS'14), Chicago, Illinois, USA. [bib]
- [3] R. Annunziata, A. Kheirkhah, S. Aggarwal, B.M. Cavalcanti, P. Hamrah, E. Trucco,
- "A Supervised Approach for Classifying Corneal Nerves Images in 4 Tortuosity Levels",
- 6th SINAPSE Annual Scientific Meeting and SPIRIT Workshop, Edinburgh, UK. [Poster PA23].
- [2] T. MacGillivray, G. Robertson, D. Relan, E. Pellegrini, K. Zutis, R. Annunziata, L. Ballerini, J. Cameron, B. Dhillon, E. Trucco, C. Lupascu, D. Tegolo, A. Giachetti, A. Doney, P. Wilson,
- "VAMPIRE: Vasculature Assessment and Measurement Platform for Images of the REtina",
- 6th SINAPSE Annual Scientific Meeting and SPIRIT Workshop, Edinburgh, Scotland, UK. Closest to market poster award. [Poster PD9].
- [1] R. Annunziata, A. Mecocci, A. Garzelli,
- "A Novel Unsupervised Approach for Improved Automatic Retinal Vessels Segmentation through Exudates Estimation, Eigenvalue Analysis and Regularization",
- 11th ARVO/ISIE Imaging Conference, Seattle, Washington.
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- "Scale and Curvature Invariant Ridge Detector for Tortuous and Fragmented Structures",