M. M. Amaan Valiuddin

23 papers Misc 1Journal 13Unranked 9
YearRankTypeTitle / Venue / Authors
2025 J jnl
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation.
Trans. Mach. Learn. Res.
M. M. Amaan Valiuddin, Ruud van Sloun, Christiaan G. A. Viviers, Peter H. N. de With, Fons van der Sommen
2025 J jnl
Investigating and Improving Latent Density Segmentation Models for Aleatoric Uncertainty Quantification in Medical Imaging.
IEEE Trans. Medical Imaging
M. M. Amaan Valiuddin, Christiaan G. A. Viviers, Ruud J. G. van Sloun, Peter H. N. de With, Fons van der Sommen
2025 — conf
MedSymmFlow: Bridging Generative Modeling and Classification in Medical Imaging Through Symmetrical Flow Matching.
DGM4MICCAI@MICCAI
Francisco Caetano, Lemar Abdi, Christiaan G. A. Viviers, M. M. Amaan Valiuddin, Fons van der Sommen
2025 J jnl
MedSymmFlow: Bridging Generative Modeling and Classification in Medical Imaging through Symmetrical Flow Matching.
CoRR
Francisco Caetano, Lemar Abdi, Christiaan G. A. Viviers, M. M. Amaan Valiuddin, Fons van der Sommen
2025 — conf
Out-of-Distribution Detection in Medical Imaging via Diffusion Trajectories.
UNSURE@MICCAI
Lemar Abdi, Francisco Caetano, M. M. Amaan Valiuddin, Christiaan G. A. Viviers, Hamdi Joudeh, Fons van der Sommen
2025 J jnl
Out-of-Distribution Detection in Medical Imaging via Diffusion Trajectories.
CoRR
Lemar Abdi, Francisco Caetano, M. M. Amaan Valiuddin, Christiaan G. A. Viviers, Hamdi Joudeh, Fons van der Sommen
2025 — conf
Zero-Shot Image Anomaly Detection Using Generative Foundation Models.
ICCVW
Lemar Abdi, M. M. Amaan Valiuddin, Francisco Caetano, Christiaan G. A. Viviers, Fons van der Sommen
2025 J jnl
Zero-Shot Image Anomaly Detection Using Generative Foundation Models.
CoRR
Lemar Abdi, M. M. Amaan Valiuddin, Francisco Caetano, Christiaan G. A. Viviers, Fons van der Sommen
2024 J jnl
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation.
CoRR
M. M. Amaan Valiuddin, Ruud J. G. van Sloun, Christiaan G. A. Viviers, Peter H. N. de With, Fons van der Sommen
2024 — conf
Can Your Generative Model Detect Out-of-Distribution Covariate Shift?
ECCV Workshops (17)
Christiaan G. A. Viviers, M. M. Amaan Valiuddin, Francisco Caetano, Lemar Abdi, Lena Filatova, Peter H. N. de With, Fons van der Sommen
2024 J jnl
Can Your Generative Model Detect Out-of-Distribution Covariate Shift?
CoRR
Christiaan G. A. Viviers, M. M. Amaan Valiuddin, Francisco Caetano, Lemar Abdi, Lena Filatova, Peter H. N. de With, Fons van der Sommen
2024 Misc conf
Retaining Informative Latent Variables in Probabilistic Segmentation.
ICASSP
M. M. Amaan Valiuddin, Christiaan G. A. Viviers, Ruud van Sloun, Peter H. N. de With, Fons van der Sommen
2024 — conf
Typicality Excels Likelihood for Unsupervised Out-of-Distribution Detection in Medical Imaging.
UNSURE@MICCAI
Lemar Abdi, M. M. Amaan Valiuddin, Christiaan G. A. Viviers, Peter H. N. de With, Fons van der Sommen
2023 J jnl
Investigating and Improving Latent Density Segmentation Models for Aleatoric Uncertainty Quantification in Medical Imaging.
CoRR
M. M. Amaan Valiuddin, Christiaan G. A. Viviers, Ruud J. G. van Sloun, Peter H. N. de With, Fons van der Sommen
2023 — conf
Probabilistic 3D segmentation for aleatoric uncertainty quantification in full 3D medical data.
Computer-Aided Diagnosis
Christiaan G. A. Viviers, M. M. Amaan Valiuddin, Peter H. N. de With, Fons van der Sommen
2023 J jnl
Probabilistic 3D segmentation for aleatoric uncertainty quantification in full 3D medical data.
CoRR
Christiaan G. A. Viviers, M. M. Amaan Valiuddin, Peter H. N. de With, Fons van der Sommen
2023 — conf
Segmentation-based Assessment of Tumor-Vessel Involvement for Surgical Resectability Prediction of Pancreatic Ductal Adenocarcinoma.
ICCV (Workshops)
Christiaan G. A. Viviers, Mark Ramaekers, M. M. Amaan Valiuddin, Terese Hellström, Nick Tasios, John van der Ven, Igor Jacobs, Lotte Ewals, Joost Nederend, Peter H. N. de With, Misha Luyer, Fons van der Sommen
2023 J jnl
Segmentation-based Assessment of Tumor-Vessel Involvement for Surgical Resectability Prediction of Pancreatic Ductal Adenocarcinoma.
CoRR
Christiaan G. A. Viviers, Mark Ramaekers, M. M. Amaan Valiuddin, Terese Hellström, Nick Tasios, John van der Ven, Igor Jacobs, Lotte Ewals, Joost Nederend, Peter H. N. de With, Misha Luyer, Fons van der Sommen
2022 — conf
Efficient Out-of-Distribution Detection of Melanoma with Wavelet-Based Normalizing Flows.
CaPTion@MICCAI
M. M. Amaan Valiuddin, Christiaan G. A. Viviers, Ruud J. G. van Sloun, Peter H. N. de With, Fons van der Sommen
2022 J jnl
Efficient Out-of-Distribution Detection of Melanoma with Wavelet-based Normalizing Flows.
CoRR
M. M. Amaan Valiuddin, Christiaan G. A. Viviers, Ruud J. G. van Sloun, Peter H. N. de With, Fons van der Sommen
2021 J jnl
Improving Aleatoric Uncertainty Quantification in Multi-Annotated Medical ImageSegmentation with Normalizing Flows.
CoRR
M. M. Amaan Valiuddin, Christiaan G. A. Viviers, Ruud J. G. van Sloun, Peter H. N. de With, Fons van der Sommen
2021 — conf
Improving Aleatoric Uncertainty Quantification in Multi-annotated Medical Image Segmentation with Normalizing Flows.
UNSURE/PIPPI@MICCAI
M. M. Amaan Valiuddin, Christiaan G. A. Viviers, Ruud J. G. van Sloun, Peter H. N. de With, Fons van der Sommen
2021 J jnl
Out-of-Distribution Detection of Melanoma using Normalizing Flows.
CoRR
M. M. Amaan Valiuddin, Christiaan G. A. Viviers