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Stefan Roth

  1. MOT16: A Benchmark for Multi-Object Tracking
    2016/03/02 by Anton Milan, Laura Leal-Taixé, Milan, Anton +7 · 123 citations
    Computer Science · Environmental Science · #Video Surveillance and Tracking Methods #Impact of Light on Environment and Health #Visual Attention and Saliency Detection
  2. MOTChallenge 2015: Towards a Benchmark for Multi-Target Tracking
    2015/04/08 by Laura Leal-Taixé, Leal-Taixé, Laura, Anton Milan +7 · 26 citations
    Computer Science · Physics and Astronomy · #Advanced Neural Network Applications #Advanced Optical Sensing Technologies #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Video Surveillance and Tracking Methods
  3. Driving with Style: Inverse Reinforcement Learning in General-Purpose Planning for Automated Driving
    2019/05/01 by Sascha Rosbach, Vinit James, Simon Großjohann +2 · 1 voice · 3 citations
    Computer Science · Engineering · #Autonomous Vehicle Technology and Safety #Reinforcement Learning in Robotics #Robotic Path Planning Algorithms #cs.AI #cs.LG #cs.RO
  4. xGQA: Cross-Lingual Visual Question Answering
    2021/09/13 by Jonas Pfeiffer, Gregor Geigle, Pfeiffer, Jonas +11 · 11 citations
    Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Advanced Image and Video Retrieval Techniques
  5. UnFlow: Unsupervised Learning of Optical Flow with a Bidirectional\n Census Loss
    2017/11/21 by Simon Meister, Junhwa Hur, Meister, Simon +3 · 6 citations
    Computer Science · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Enhancement Techniques
  6. Is Synthetic Data all We Need? Benchmarking the Robustness of Models Trained with Synthetic Images
    2024/05/30 by Krishnakant Singh, Thanush Navaratnam, Singh, Krishnakant +7 · 10 citations
    Computer Science · Earth and Planetary Sciences · Environmental Science · #3D Surveying and Cultural Heritage #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Remote Sensing and LiDAR Applications
  7. Matryoshka Networks: Predicting 3D Geometry via Nested Shape Layers
    2018/04/29 by Stephan R. Richter, Richter, Stephan R., Stefan Roth +1 · 6 citations
    Computer Science · Engineering · #3D Shape Modeling and Analysis #Advanced Image and Video Retrieval Techniques #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #I.4.8
  8. Iterative Residual Refinement for Joint Optical Flow and Occlusion\n Estimation
    2019/04/10 by Junhwa Hur, Stefan Roth, Hur, Junhwa +1 · 3 citations
    Computer Science · Engineering · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Processing Techniques and Applications #Machine Learning (cs.LG)
  9. Dense Unsupervised Learning for Video Segmentation
    2021/11/11 by Nikita Araslanov, Araslanov, Nikita, Simone Schaub-Meyer +3 · 3 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Visual Attention and Saliency Detection
  10. Diverse Image Captioning with Context-Object Split Latent Spaces
    2020/11/02 by Shweta Mahajan, Mahajan, Shweta, Stefan Roth +1 · 2 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
  11. Adapters Strike Back
    2024/06/10 by Jan-Martin O. Steitz, Stefan Roth, Steitz, Jan-Martin O. +1 · 4 citations
    Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  12. DAMP Signaling is a Key Pathway Inducing Immune Modulation after Brain Injury
    2015/01/14 by Arthur Liesz, Alexander H. Dalpke, Éva Mracskó +10 · 1 voice · 1 citation
    Biochemistry, Genetics and Molecular Biology · Neuroscience · #Advanced Glycation End Products research #Neuroinflammation and Neurodegeneration Mechanisms #Neurological Disorders and Treatments
  13. Vision Relation Transformer for Unbiased Scene Graph Generation
    2023/08/18 by Gopika Sudhakaran, Sudhakaran, Gopika, Devendra Singh Dhami +5 · 3 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Human Pose and Action Recognition #Multimodal Machine Learning Applications
  14. GLASS: Guided Latent Slot Diffusion for Object-Centric Learning
    2024/07/25 by Krishnakant Singh, Singh, Krishnakant, Simone Schaub-Meyer +3 · 3 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
  15. Optical Flow Estimation in the Deep Learning Age
    2020/04/06 by Junhwa Hur, Hur, Junhwa, Stefan Roth +1 · 1 citation
    Computer Science · #Advanced Vision and Imaging #Advanced Image Processing Techniques #Image Enhancement Techniques
  16. Spatial-Domain Wireless Jamming with Reconfigurable Intelligent Surfaces
    2024/02/21 by Philipp Mackensen, Paul Staat, Stefan Roth +3 · 2 voices · 1 citation
    #cs.CR
  17. DWDN: Deep Wiener Deconvolution Network for Non-Blind Image Deblurring
    2021/03/18 by Jiangxin Dong, Dong, Jiangxin, Stefan Roth +3 · 1 citation
    Computer Science · Engineering · #Advanced Image Processing Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Processing Techniques and Applications #Image and Signal Denoising Methods
  18. Disentangling Polysemantic Channels in Convolutional Neural Networks
    2025/04/17 by Robin Hesse, Hesse, Robin, Jonas Fischer +5 · 1 voice · 3 citations
    #cs.CV #cs.LG
  19. CVPR19 Tracking and Detection Challenge: How crowded can it get?
    2019/06/10 by Patrick Dendorfer, Dendorfer, Patrick, Hamid Rezatofighi +15 · 2 citations
    Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Fire Detection and Safety Systems #Machine Learning (cs.LG) #Video Surveillance and Tracking Methods
  20. Benchmarking the Attribution Quality of Vision Models
    2024/07/16 by Robin Hesse, Hesse, Robin, Simone Schaub-Meyer +3 · 1 voice · 1 citation
    #cs.CV #cs.LG
  21. Nanocarrier imaging at single-cell resolution across entire mouse bodies with deep learning
    2025/01/14 by Jie Luo, Müge Molbay, Ying Chen +37 · 3 voices · 1 citation
    Biochemistry, Genetics and Molecular Biology · #Advanced Fluorescence Microscopy Techniques #Advanced biosensing and bioanalysis techniques #Cell Image Analysis Techniques
  22. Scene-Centric Unsupervised Panoptic Segmentation
    2025/04/02 by Oliver Hahn, Hahn, Oliver, Christoph Reich +9 · 1 voice · 4 citations
    #cs.CV
  23. Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals
    2024/04/25 by Oliver Hahn, Nikita Araslanov, Hahn, Oliver +5 · 1 voice · 1 citation
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Handwritten Text Recognition Techniques
  24. Covertness in the Near Field: Maximizing the Covert Region with FDA
    2024/11/22 by Fatemeh Lotfi, Stefan Roth, Lotfi, Fatemeh +5 · 1 citation
    Health Professions · Medicine · Pharmacology, Toxicology and Pharmaceutics · #Ethics in Clinical Research #FOS: Electrical engineering #Medical Malpractice and Liability Issues #Pharmacovigilance and Adverse Drug Reactions #Signal Processing (eess.SP) #electronic engineering #information engineering