André Ferreira | IKIM MMLhttps://mml.kite.ume.de/authors/andre-ferreira/André FerreiraHugoBlox Kit (https://hugoblox.com)en-usMon, 01 Jun 2026 00:00:00 +0000++nnU-Net: Scaling nnU-Net with Prefix-Based Data Augmentationhttps://mml.kite.ume.de/publications/santos-nnu-net-2026/Mon, 01 Jun 2026 00:00:00 +0000https://mml.kite.ume.de/publications/santos-nnu-net-2026/Achieving Over 10× Faster Sample Generation with Conditional Denoising Diffusionhttps://mml.kite.ume.de/publications/ferreira-achieving-2026/Thu, 01 Jan 2026 00:00:00 +0000https://mml.kite.ume.de/publications/ferreira-achieving-2026/MedShapeNet -- A Large-Scale Dataset of 3D Medical Shapes for Computer Visionhttps://mml.kite.ume.de/publications/li-medshapenet-2023/Sat, 01 Feb 2025 00:00:00 +0000https://mml.kite.ume.de/publications/li-medshapenet-2023/Comparative Analysis of nnUNet and MedNeXt for Head and Neck Tumor Segmentation in MRI-Guided Radiotherapyhttps://mml.kite.ume.de/publications/moradi-comparative-2025/Wed, 01 Jan 2025 00:00:00 +0000https://mml.kite.ume.de/publications/moradi-comparative-2025/Brain Tumour Removing and Missing Modality Generation using 3D WDMhttps://mml.kite.ume.de/publications/ferreira-brain-2024/Sun, 01 Dec 2024 00:00:00 +0000https://mml.kite.ume.de/publications/ferreira-brain-2024/Improved Multi-Task Brain Tumour Segmentation with Synthetic Data Augmentationhttps://mml.kite.ume.de/publications/ferreira-improved-2024/Sun, 01 Dec 2024 00:00:00 +0000https://mml.kite.ume.de/publications/ferreira-improved-2024/How we won BraTS 2023 Adult Glioma challenge? Just faking it! Enhanced Synthetic Data Augmentation and Model Ensemble for brain tumour segmentationhttps://mml.kite.ume.de/publications/ferreira-how-2024/Mon, 01 Jul 2024 00:00:00 +0000https://mml.kite.ume.de/publications/ferreira-how-2024/GAN-based generation of realistic 3D volumetric data: A systematic review and taxonomyhttps://mml.kite.ume.de/publications/ferreira-gan-based-2024/Mon, 01 Apr 2024 00:00:00 +0000https://mml.kite.ume.de/publications/ferreira-gan-based-2024/Deep PCCT: Photon Counting Computed Tomography Deep Learning Applications Reviewhttps://mml.kite.ume.de/publications/alves-deep-2024/Thu, 01 Feb 2024 00:00:00 +0000https://mml.kite.ume.de/publications/alves-deep-2024/Multilingual Natural Language Processing Model for Radiology Reports -- The Summary is all you need!https://mml.kite.ume.de/publications/lindo-multilingual-2024/Mon, 01 Jan 2024 00:00:00 +0000https://mml.kite.ume.de/publications/lindo-multilingual-2024/Open-source skull reconstruction with MONAIhttps://mml.kite.ume.de/publications/li-open-source-2023/Sat, 01 Jul 2023 00:00:00 +0000https://mml.kite.ume.de/publications/li-open-source-2023/Open-Source Skull Reconstruction with MONAIhttps://mml.kite.ume.de/publications/li-open-source-2022/Tue, 01 Nov 2022 00:00:00 +0000https://mml.kite.ume.de/publications/li-open-source-2022/AutoPET Challenge: Combining nn-Unet with Swin UNETR Augmented by Maximum Intensity Projection Classifierhttps://mml.kite.ume.de/publications/heiliger-autopet-2022/Thu, 01 Sep 2022 00:00:00 +0000https://mml.kite.ume.de/publications/heiliger-autopet-2022/GAN-based generation of realistic 3D data: A systematic review and taxonomyhttps://mml.kite.ume.de/publications/ferreira-gan-based-2022/Fri, 01 Jul 2022 00:00:00 +0000https://mml.kite.ume.de/publications/ferreira-gan-based-2022/Generation of Synthetic Data: A Generative Adversarial Networks Approachhttps://mml.kite.ume.de/publications/ferreira-2022-generationsyntheticdata/Sat, 01 Jan 2022 00:00:00 +0000https://mml.kite.ume.de/publications/ferreira-2022-generationsyntheticdata/Generation of Synthetic Rat Brain MRI Scans with a 3D Enhanced Alpha Generative Adversarial Networkhttps://mml.kite.ume.de/publications/ferreira-2022-generationrat/Sat, 01 Jan 2022 00:00:00 +0000https://mml.kite.ume.de/publications/ferreira-2022-generationrat/Radiomics in Head and Neck Cancer Outcome Predictionshttps://mml.kite.ume.de/publications/goncalves-radiomics-2022/Sat, 01 Jan 2022 00:00:00 +0000https://mml.kite.ume.de/publications/goncalves-radiomics-2022/