Hanno Gottschalk

1. Entropy Maximization and Meta Classification for Out-Of-Distribution Detection in Semantic Segmentation
   2020/12/09 by Robin Chan, Matthias Rottmann, Chan, Robin +3 · 11 citations
   Computer Science · #62-07 #68T45 #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
2. Out-of-Distribution Segmentation in Autonomous Driving: Problems and State of the Art
   2025/03/04 by Youssef Shoeb, Azarm Nowzad, Shoeb, Youssef +3 · 5 citations
   Engineering · #Autonomous Vehicle Technology and Safety #Traffic Prediction and Management Techniques
3. Semi-supervised domain adaptation with CycleGAN guided by a downstream task loss
   2022/08/18 by Annika Mütze, Matthias Rottmann, Mütze, Annika +3 · 2 citations
   Computer Science · Medicine · #Domain Adaptation and Few-Shot Learning #COVID-19 diagnosis using AI #Multimodal Machine Learning Applications
4. Application of Decision Rules for Handling Class Imbalance in Semantic Segmentation
   2019/01/24 by Robin Chan, Matthias Rottmann, Chan, Robin +7 · 3 citations
   Computer Science · #62-07 #62C05 #68T45 #Advanced Neural Network Applications #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
5. Classification Uncertainty of Deep Neural Networks Based on Gradient\n Information
   2018/05/22 by Philipp Oberdiek, Matthias Rottmann, Oberdiek, Philipp +3 · 1 citation
   Computer Science · #68T45 #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
6. Prediction Error Meta Classification in Semantic Segmentation: Detection\n via Aggregated Dispersion Measures of Softmax Probabilities
   2018/11/01 by Matthias Rottmann, Pascal Colling, Rottmann, Matthias +11 · 1 citation
   Computer Science · Medicine · #62-07 #68T45 #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
7. Gradient-Based Quantification of Epistemic Uncertainty for Deep Object Detectors
   2021/07/09 by Tobias Riedlinger, Matthias Rottmann, Riedlinger, Tobias +5 · 1 citation
   Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
8. Two Video Data Sets for Tracking and Retrieval of Out of Distribution Objects
   2022/10/05 by Kira Maag, Maag, Kira, Robin Chan +7 · 1 citation
   Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Remote-Sensing Image Classification #Video Surveillance and Tracking Methods
9. LU-Net: Invertible Neural Networks Based on Matrix Factorization
   2023/02/21 by Robin Chan, Chan, Robin, Sarina Penquitt +3 · 1 citation
   Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Applications #Neural Networks and Reservoir Computing #Neural and Evolutionary Computing (cs.NE)
10. FOCUS: Internal MLLM Representations for Efficient Fine-Grained Visual Question Answering
    2025/06/26 by Zhong, Liangyu, Rosenthal, Fabio, Joachim Sicking +9 · 3 citations
    Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
11. AnoVox: A Benchmark for Multimodal Anomaly Detection in Autonomous Driving
    2024/05/13 by Daniel Bogdoll, Bogdoll, Daniel, Iramm Hamdard +21 · 1 citation
    Computer Science · #Advanced Malware Detection Techniques #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Robotics (cs.RO)
12. Segment-Level Road Obstacle Detection Using Visual Foundation Model Priors and Likelihood Ratios
    2024/12/07 by Youssef Shoeb, Shoeb, Youssef, Nazir Nayal +6 · 1 citation
    Engineering · #Automated Road and Building Extraction #Autonomous Vehicle Technology and Safety #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Infrastructure Maintenance and Monitoring