Nils Forkert

4 papers · 2021–2025 · 1 venue · across top CS/AI venues

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Achievements

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🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (11) 🐣 Hot Topic Early Bird

Venues

MIDL (4)

Top co-authors

Matthias Wilms (4) Raissa Souza (2) Vibujithan Vigneshwaran (2) Emma A.M. Stanley (1) Erik Ohara (1) Sonke Langner (1) Pauline Mouches (1) Jens Fiehler (1) Kimberly Amador (1) Milton Ivan Camacho Camacho (1)

Research topics

Artificial Intelligence (3) Core AI (3) Computer Vision (2) Deep Learning (2) Healthcare & Medicine (2) Machine Learning (2) Architectures (2) Clinical (2) Domain-Specific (2) Application Areas (1) Core Methods (1) Learning Paradigms (1)

Keywords

domain generalization (1) medical imaging (1) medical image segmentation (1) magnetic resonance imaging (1) generative model (1) spurious correlation (1) spatio-temporal data (1) computed tomography (1) counterfactual inference (1) morphological analysis (1) temporal convolutional network (1) counterfactual analysis (1) protected attribute (1) deterministic autoencoder (1) perfusion imaging (1) stroke lesion prediction (1) brain age prediction (1) causal generative model (1) causal normalizing flow (1) parkinson disease classification (1)

Papers

Evaluating Shortcut Utilization in Deep Learning Disease Classification through Counterfactual Analysis MIDL 2025 Improved multi-site Parkinson’s disease classification using neuroimaging data with counterfactual inference MIDL 2023 Stroke Lesion Outcome Prediction Based on 4D CT Perfusion Data Using Temporal Convolutional Networks MIDL 2021 Unifying Brain Age Prediction and Age-Conditioned Template Generation with a Deterministic Autoencoder MIDL 2021