SM
S McDonagh
cs.CVcs.LGcs.AIeess.IVstat.MLcs.CLAutomobile DrivingBenchmarkBenchmarkingChallenge report
On Valency
published · living versionsW_ctyr365s·v1 · currentpublished
Identifying the Best Machine Learning Algorithms for Brain Tumor Segmentation, Progression Assessment, and Overall Survival Prediction in the BRATS Challenge
with Spyridon Bakas, Mauricio Reyes, Andras Jakab, Stefan Bauer +422
1 version
Preprints & journals
62 papers in the corpus · 2015–2026Causal Spatio-Temporal Neural Distance Fields for Counterfactual Cardiac Anatomy2610.24001v1 · Mathias Lowes, Kurt Butler, Kristine Aavild S\orensen et al.2026 · 0 citationsarXiv
Let the Carrier Carry the Attack: Preserving the Subject in Adversarial Image Generation2609.39723v1 · Linfeng Jiang, Steven McDonagh, Yuhang Chen et al.2026 · 0 citationsarXiv
Stress Testing Concept Erasure with Large Language Model Agents2607.17890v2 · Yuyang Xue, Feng Chen, Zhihua Liu et al.2026 · 0 citationsarXiv
Why Do Vision Language Models Struggle To Recognize Human Emotions?2604.15280v2 · Madhav Agarwal, Sotirios A. Tsaftaris, Laura Sevilla-Lara et al.2026 · 0 citationsarXiv
A Causal Framework for Mitigating Data Shifts in Healthcare2603.13595v1 · Kurt Butler, Stephanie Riley, Damian Machlanski et al.2026 · 0 citationsarXiv
Beyond Pixel Histories: World Models with Persistent 3D State2603.03482v2 · Samuel Garcin, Thomas Walker, Steven McDonagh et al.2026 · 0 citationsarXiv
Ambient Physics: Training Neural PDE Solvers with Partial Observations2602.13873v1 · Harris Abdul Majid, Giannis Daras, Francesco Tudisco et al.2026 · 0 citationsarXiv
CSEval: A Framework for Evaluating Clinical Semantics in Text-to-Image Generation2602.12004v1 · Robert Cronshaw, Konstantinos Vilouras, Junyu Yan et al.2026 · 0 citationsarXiv
GaussianHeadTalk: Wobble-Free 3D Talking Heads with Audio Driven Gaussian Splatting2512.10939v1 · Madhav Agarwal, Mingtian Zhang, Laura Sevilla-Lara et al.2025 · 2 citationsarXiv
Evolutionary Architecture Search through Grammar-Based Sequence Alignment2512.04992v1 · Adri G'omez Mart'in, Felix Moller, Steven McDonagh et al.2025 · 1 citationarXiv
Causal Ordering for Structure Learning from Time Series2510.24639v2 · Pedro P. Sanchez, Damian Machlanski, Steven McDonagh et al.2025 · 0 citationsarXiv
Rethinking Inter-LoRA Orthogonality in Adapter Merging: Insights from Orthogonal Monte Carlo Dropout2510.03262v2 · Andi Zhang, Xuan Ding, Haofan Wang et al.2025 · 0 citationsarXiv
SWiFT: Soft-Mask Weight Fine-tuning for Bias Mitigation2508.18826v2 · Junyu Yan, Feng Chen, Yuyang Xue et al.2025 · 0 citationsMachine.Learning.for.Biomedical.Imaging. 3 (2025)
A Shift in Perspective on Causality in Domain Generalization2508.12798v1 · Damian Machlanski, Stephanie Riley, Edward Moroshko et al.2025 · 0 citationsarXiv
No time to train! Training-Free Reference-Based Instance Segmentation2507.02798v4 · Miguel Espinosa, Chenhongyi Yang, Linus Ericsson et al.2025 · 2 citationsarXiv
Concept-based Adversarial Attack: a Probabilistic Perspective2507.02965v2 · Andi Zhang, Xuan Ding, Steven McDonagh et al.2025 · 0 citationsarXiv
CheXGenBench: A Unified Benchmark For Fidelity, Privacy and Utility of Synthetic Chest Radiographs2505.10496v4 · Raman Dutt, Pedro Sanchez, Yongchen Yao et al.2025 · 0 citationsTransactions on Machine Learning Research (2026)
Unlocking the Potential of Weakly Labeled Data: A Co-Evolutionary Learning Framework for Abnormality Detection and Report Generation.40030590 · Sun, Jinghan, Wei, Dong, Xu, Zhe et al.2025 · 1 citationIEEE transactions on medical imaging. 2025;44(4):1671-1685
Exploiting Mixture-of-Experts Redundancy Unlocks Multimodal Generative Abilities2503.22517v2 · Raman Dutt, Harleen Hanspal, Guoxuan Xia et al.2025 · 0 citationsarXiv
Mind the Gap: Benchmarking Spatial Reasoning in Vision-Language Models2503.19707v1 · Ilias Stogiannidis, Steven McDonagh, Sotirios A. Tsaftaris2025 · 0 citationsarXiv
CRCE: Coreference-Retention Concept Erasure in Text-to-Image Diffusion Models2503.14232v2 · Yuyang Xue, Edward Moroshko, Feng Chen et al.2025 · 0 citationsarXiv
Benchmarking Self-Supervised Learning Methods for Accelerated MRI Reconstruction2502.14009v6 · Andrew Wang, Steven McDonagh, Mike Davies2025 · 1 citationMachine.Learning.for.Biomedical.Imaging. 2026 (2026)
There is no SAMantics! Exploring SAM as a Backbone for Visual Understanding Tasks2411.15288v1 · Miguel Espinosa, Chenhongyi Yang, Linus Ericsson et al.2024 · 3 citationsarXiv
Improving Object Detection via Local-global Contrastive Learning2410.05058v2 · Danai Triantafyllidou, Sarah Parisot, Ales Leonardis et al.2024 · 0 citationsarXiv
BMFT: Achieving Fairness via Bias-based Weight Masking Fine-tuning2408.06890v2 · Yuyang Xue, Junyu Yan, Raman Dutt et al.2024 · 2 citationsarXiv
einspace: Searching for Neural Architectures from Fundamental Operations2405.20838v2 · Linus Ericsson, Miguel Espinosa, Chenhongyi Yang et al.2024 · 0 citationsarXiv
Erase to Enhance: Data-Efficient Machine Unlearning in MRI Reconstruction2405.15517v2 · Yuyang Xue, Jingshuai Liu, Steven McDonagh et al.2024 · 1 citationarXiv
MULAN: A Multi Layer Annotated Dataset for Controllable Text-to-Image Generation2404.02790v1 · Petru-Daniel Tudosiu, Yongxin Yang, Shifeng Zhang et al.2024 · 14 citationsarXiv
Optimisation-Based Multi-Modal Semantic Image Editing2311.16882v1 · Bowen Li, Yongxin Yang, Steven McDonagh et al.2023 · 0 citationsarXiv
Multi-task Learning with 3D-Aware Regularization2310.00986v1 · Wei-Hong Li, Steven McDonagh, Ales Leonardis et al.2023 · 0 citationsarXiv
Learning to Name Classes for Vision and Language Models2304.01830v1 · Sarah Parisot, Yongxin Yang, Steven McDonagh2023 · 11 citationsarXiv
Tunable Convolutions with Parametric Multi-Loss Optimization2304.00898v1 · Matteo Maggioni, Thomas Tanay, Francesca Babiloni et al.2023 · 4 citationsarXiv
CLAD: A realistic Continual Learning benchmark for Autonomous Driving.36841037 · Verwimp, Eli, Yang, Kuo, Parisot, Sarah et al.2023 · 51 citationsNeural networks : the official journal of the International Neural Network Society. 2023;161:659-669
Label-Efficient Object Detection via Region Proposal Network Pre-Training2211.09022v2 · Nanqing Dong, Linus Ericsson, Yongxin Yang et al.2022 · 7 citationsarXiv
Content-Diverse Comparisons improve IQA2211.05215v1 · William Thong, Jose Costa Pereira, Sarah Parisot et al.2022 · 0 citationsarXiv
Out-of-Distribution Detection with Class Ratio Estimation2206.03955v1 · Mingtian Zhang, Andi Zhang, Tim Z. Xiao et al.2022 · 0 citationsarXiv
Re-examining Distillation For Continual Object Detection2204.01407v2 · Eli Verwimp, Kuo Yang, Sarah Parisot et al.2022 · 7 citationsarXiv
CroMo: Cross-Modal Learning for Monocular Depth Estimation2203.12485v2 · Yannick Verdi'e, Jifei Song, Barnab'e Mas et al.2022 · 18 citationsarXiv
Model-Based Image Signal Processors via Learnable Dictionaries2201.03210v1 · Marcos V. Conde, Steven McDonagh, Matteo Maggioni et al.2022 · 42 citationsVol. 36 No. 1: AAAI-22 Technical Tracks 1 (2022) 481-489
Long-tail Recognition via Compositional Knowledge Transfer2112.06741v2 · Sarah Parisot, Pedro M. Esperanca, Steven McDonagh et al.2021 · 35 citationsarXiv
Spread Flows for Manifold Modelling2109.14216v2 · Mingtian Zhang, Yitong Sun, Chen Zhang et al.2021 · 2 citationsarXiv
On the Out-of-distribution Generalization of Probabilistic Image Modelling2109.02639v5 · Mingtian Zhang, Andi Zhang, Steven McDonagh2021 · 19 citationsarXiv
Residual Contrastive Learning for Image Reconstruction: Learning Transferable Representations from Noisy Images2106.10070v2 · Nanqing Dong, Matteo Maggioni, Yongxin Yang et al.2021 · 7 citationsarXiv
NTIRE 2021 Challenge on Perceptual Image Quality Assessment2105.03072v3 · Jinjin Gu, Haoming Cai, Chao Dong et al.2021 · 55 citationsarXiv
Many-shot from Low-shot: Learning to Annotate using Mixed Supervision for Object Detection2008.09694v2 · Carlo Biffi, Steven McDonagh, Philip Torr et al.2020 · 1 citationarXiv
Low Light Video Enhancement using Synthetic Data Produced with an Intermediate Domain Mapping2007.09187v1 · Danai Triantafyllidou, Sean Moran, Steven McDonagh et al.2020 · 46 citationsarXiv
DeepLPF: Deep Local Parametric Filters for Image Enhancement2003.13985v1 · Sean Moran, Pierre Marza, Steven McDonagh et al.2020 · 295 citationsarXiv
A Multi-Hypothesis Approach to Color Constancy2002.12896v2 · Daniel Hernandez-Juarez, Sarah Parisot, Benjamin Busam et al.2020 · 54 citationsarXiv
CURL: Neural Curve Layers for Global Image Enhancement1911.13175v4 · Sean Moran, Steven McDonagh, Gregory Slabaugh2019 · 68 citationsarXiv
SteReFo: Efficient Image Refocusing with Stereo Vision1909.13395v1 · Benjamin Busam, Matthieu Hog, Steven McDonagh et al.2019 · 36 citationsarXiv
Career total: 91 works. 62 are in this corpus.Showing the 50 most recent.
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