Publications of Benjamin Billot

1. Federica Facente, Benjamin Billot, Vivek Gopalakrishnan, Manasi Kattel, Wen Wei, Polina Golland, Hervé Delingette, Nicholas Ayache, and Pierre Berthet-Rayne. Towards real-time alignment of 3D CT and 2D X-Ray with multi-stage CNNs. Computer Assisted Surgery, 31, June 2026. Keyword(s): Image-guided interventions, Pose estimation, Multi-stage CNNs. [bibtex-entry]



2. Adrià Casamitjana, Matteo Mancini, Eleanor Robinson, Loïc Peter, Roberto Annunziata, Juri Althonayan, Shauna Crampsie, Emily Blackburn, Benjamin Billot, Alessia Atzeni, Oula Puonti, Yaël Balbastre, Peter Schmidt, James Hughes, Jean Augustinack, Brian Edlow, Lilla Zöllei, David Thomas, Dorit Kliemann, Martina Bocchetta, Catherine Strand, Janice Holton, Zane Jaunmuktane, and Juan Eugenio Iglesias. A probabilistic histological atlas of the human brain for MRI segmentation. Nature, (648):678-685, November 2025. Keyword(s): Brain atlas, MRI, segmentation, registration. [bibtex-entry]

1. Alix de Langlais, Benjamin Billot, Théo Aguilar Vidal, Marc-Olivier Gauci, and Hervé Delingette. Resource-efficient Automatic Refinement of Segmentations via Weak Supervision from Light Feedback. In ISBI 2026 - IEEE International Symposium on Biomedical Imaging, Londres, United Kingdom, April 2026. Keyword(s): Efficient Segmentation Correction, Reaching Clinical Accuracy, Image and Video Processing, Computer Vision and Pattern Recognition, Weak Supervision. [bibtex-entry]



2. Benjamin Billot, Ramya Muthukrishnan, Esra Abaci Turk, P. Ellen Grant, Nicholas Ayache, Hervé Delingette, and Polina Golland. Spatial Regularisation for Improved Accuracy and Interpretability in Keypoint-Based Registration. In MICCAI 2025 - 28th International Conference on Medical Image Computing and Computer Assisted Intervention, volume 15973, Daejeon, South Korea, pages 583-593, 2025. Springer Nature. Keyword(s): Deep learning, Spatial regularisation, Interpretability, Affine registration. [bibtex-entry]



3. Federica Facente, Benjamin Billot, Vivek Gopalakrishnan, Manasi Kattel, Wen Wei, Polina Golland, Hervé Delingette, Nicholas Ayache, and Pierre Berthet-Rayne. Multi-stage CNN for fast registration of 3D preoperative CTs to 2D intraoperative X-rays. In Lecture Notes in Computer Science - International Workshop on Collaborative Intelligence and Autonomy in Image-Guided Surgery, Daejon, South Korea, pages 137-147, September 2025. Keyword(s): Multi-stage CNN, Pose estimation. [bibtex-entry]



4. Manasi Kattel, Benjamin Billot, Federica Facente, Hervé Delingette, and Nicholas Ayache. Robust rigid MRI-TRUS registration in prostate cancer using attention-CNN and ICP. In Lecture Notes in Computer Science, volume 16165 of Lecture Notes in Computer Science - Simplifying Medical Ultrasound, Daejeon, South Korea, pages 65-75, September 2025. Springer Nature Switzerland. Note: Workshop held in conjunction with MICCAI 2025. Keyword(s): learning-based regression, MRI-TRUS rigid registration. [bibtex-entry]

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