Lukas Ruff

1. A Unifying Review of Deep and Shallow Anomaly Detection
   2021/02/05 by Lukas Ruff, Jacob R. Kauffmann, Robert A. Vandermeulen +5 · 71 citations
   Computer Science · #Anomaly Detection Techniques and Applications #Explainable Artificial Intelligence (XAI) #Imbalanced Data Classification Techniques
2. DiffInfinite: Large Mask-Image Synthesis via Parallel Random Patch Diffusion in Histopathology
   2023/06/23 by Marco Aversa, Aversa, Marco, Gabriel Nobis +23 · 5 citations
   Computer Science · Biochemistry, Genetics and Molecular Biology · #AI in cancer detection #Generative Adversarial Networks and Image Synthesis #Cell Image Analysis Techniques
3. The Clever Hans Effect in Anomaly Detection
   2020/06/18 by Jacob Kauffmann, Kauffmann, Jacob, Lukas Ruff +5 · 2 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
4. Atlas: A Novel Pathology Foundation Model by Mayo Clinic, Charité, and Aignostics
   2025/01/09 by Maximilian Alber, Stephan Tietz, Alber, Maximilian +50 · 4 citations
   Medicine · #Artificial Intelligence (cs.AI) #Clinical Laboratory Practices and Quality Control #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hematological disorders and diagnostics #Machine Learning (cs.LG) #Tuberculosis Research and Epidemiology
5. AI-based Anomaly Detection for Clinical-Grade Histopathological Diagnostics
   2024/06/21 by Jonas Dippel, Dippel, Jonas, Niklas Prenißl +23 · 2 citations
   Medicine · Computer Science · #COVID-19 diagnosis using AI #Artificial Intelligence in Healthcare and Education #AI in cancer detection
6. Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images
   2022/05/23 by Philipp Liznerski, Liznerski, Philipp, Lukas Ruff +9 · 2 citations
   Computer Science · Medicine · #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Data-Driven Disease Surveillance #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
7. xCG: Explainable Cell Graphs for Survival Prediction in Non-Small Cell Lung Cancer
   2024/11/12 by Marvin Sextro, Gabriel Dernbach, Sextro, Marvin +13 · 1 citation
   Biochemistry, Genetics and Molecular Biology · Computer Science · Medicine · #AI in cancer detection #Bioinformatics and Genomic Networks #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Radiomics and Machine Learning in Medical Imaging