Publications
-
Fillioux, L., Boyd, J. et al. (2023). Structured State Space Models for Multiple Instance Learning in Digital Pathology. International Conference on Medical Image Computing and Computer-Assisted Intervention. Springer, Cham, 2023.
-
Dahan, C. et al. (2022). Artifact Removal in Histopathology Images. ACML 2022, ML4MI workshop.
-
Boyd, J. et al. (2022). Region-guided CycleGANs for Stain Transfer in Whole Slide Images. International Conference on Medical Image Computing and Computer-Assisted Intervention. Springer, Cham, 2022.
-
Boyd, J. et al. (2021). Self-Supervised Representation Learning using Visual Field Expansion on Digital Pathology. In Proceedings of the IEEE/CVF International Conference on Computer Vision, pp. 639-647.
-
Boyd, J. (2020, June). Deep learning for computational phenotyping in cell-based assays (PhD Thesis, MINES Paristech, Paris)
-
Boyd, J., Gouveia, Z., Perez, F., & Walter, T. (2020, April). Experimentally-generated ground truth for detecting lymphocytes in an image-based immunotherapy screen. In 2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI 2020). IEEE.
-
Boyd, J. C., Pinheiro, A., Del Nery, E., Reyal, F., & Walter, T. (2019). Domain-invariant features for mechanism of action prediction in a multi-cell-line drug screen. Bioinformatics.
-
Naylor, P., Boyd, J., Lae, M., Reyal, F., Walter, T. (2019, April). Predicting Residual Cancer Burden in a Triple Negative Breast Cancer cohort. In 2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019). IEEE.
-
Khalfaoui, B., Boyd, J., & Vert, J. P. (2019). Adaptive structured noise injection for shallow and deep neural networks.
-
Boyd, J., Pinhiero, A., Del Nery, E., Reyal, F., & Walter, T. (2018, April). Analysing double-strand breaks in cultured cells for drug screening applications by causal inference. In 2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018) (pp. 445-448). IEEE.
-
Boyd, J. (2015). Automatic Metadata Extraction-The High Energy Physics Use Case (Masters dissertation, Ecole Polytechnique, Lausanne).