Christian Witt

1. WoodScape: A multi-task, multi-camera fisheye dataset for autonomous driving
   2019/05/04 by Senthil Yogamani, Yogamani, Senthil, Ciaran Hughes +31 · 20 citations
   Computer Science · Mathematics · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Advanced Vision and Imaging #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Robotics (cs.RO) #cs.AI #cs.CV #cs.LG #cs.RO #stat.ML
2. Randomized comparison of enoxaparin with unfractionated heparin for the prevention of venous thromboembolism in medical patients with heart failure or severe respiratory disease
   2003/04/01 by Franz-Xaver Kleber, F. X. Kleber, Christian Witt +7 · 31 citations
   Medicine · #Atrial Fibrillation Management and Outcomes #Cardiology #Heart failure #Heparin #Heparin-Induced Thrombocytopenia and Thrombosis #Intensive care medicine #Internal medicine #Lung #Medicine #Randomized controlled trial #Respiratory disease #Surgery #Thrombosis #Venous Thromboembolism Diagnosis and Management #Venous thromboembolism
3. MALT: Improving Reasoning with Multi-Agent LLM Training
   2024/12/02 by Sumeet Ramesh Motwani, Chandler Smith, Motwani, Sumeet Ramesh +18 · 3 voices · 26 citations
   Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Law #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multi-Agent Systems and Negotiation #cs.AI #cs.LG
4. Surround-view Fisheye Camera Perception for Automated Driving: Overview, Survey and Challenges
   2022/05/26 by Varun Ravi Kumar, Kumar, Varun Ravi, Ciarán Eising +5 · 5 citations
   Engineering · Physics and Astronomy · #Advanced Optical Sensing Technologies #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Industrial Vision Systems and Defect Detection #Sparse and Compressive Sensing Techniques
5. Arousability in sleep apnoea/hypopnoea syndrome patients
   2002/09/01 by K. Dingli, I. Fietze, Ingo Fietze +7 · 3 citations
   Medicine · Neuroscience · Psychology · #Neuroscience of respiration and sleep #Obstructive Sleep Apnea Research #Sleep and related disorders
6. FisheyeDistanceNet: Self-Supervised Scale-Aware Distance Estimation using Monocular Fisheye Camera for Autonomous Driving
   2019/10/07 by Varun Ravi Kumar, Kumar, Varun Ravi, Sandesh Athni Hiremath +12 · 3 citations
   Computer Science · Engineering · Mathematics · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Image Processing Techniques and Applications #cs.CV #cs.LG #cs.RO #eess.IV #stat.ML
7. UnRectDepthNet: Self-Supervised Monocular Depth Estimation using a\n Generic Framework for Handling Common Camera Distortion Models
   2020/07/13 by Varun Ravi Kumar, Kumar, Varun Ravi, Senthil Yogamani +9 · 2 citations
   Computer Science · Engineering · #Advanced Vision and Imaging #Artificial intelligence #Camera resectioning #Computer Vision and Pattern Recognition (cs.CV) #Computer science #Computer vision #Distortion (music) #Engineering #Epipolar geometry #FOS: Computer and information sciences #Image (mathematics) #Image Processing Techniques and Applications #Image rectification #Machine Learning (cs.LG) #Monocular #Optical measurement and interference techniques #Rectification #Robotics (cs.RO) #Visual odometry
8. h1: Bootstrapping LLMs to Reason over Longer Horizons via Reinforcement Learning
   2025/10/08 by Sumeet Ramesh Motwani, Sumeet Motwani, Motwani, Sumeet Ramesh +17 · 1 voice · 2 citations
   Computer Science · #Machine Learning and Data Classification #cs.AI #cs.LG
9. Monocular Fisheye Camera Depth Estimation Using Sparse LiDAR Supervision
   2018/03/16 by Varun Ravi Kumar, Stefan Milz, Kumar, Varun Ravi +13 · 1 citation
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #cs.CV
10. Toward Robust Real-World Audio Deepfake Detection: Closing the Explainability Gap
    2024/10/09 by Georgia Channing, Channing, Georgia, Juil Sock +7 · 2 citations
    Computer Science · #Music and Audio Processing #Digital Media Forensic Detection #Anomaly Detection Techniques and Applications
11. PSyDUCK: Training-Free Steganography for Latent Diffusion
    2025/01/31 by Aqib Mahfuz, Georgia Channing, Mahfuz, Aqib +9 · 2 citations
    Computer Science · #Advanced Steganography and Watermarking Techniques #Cryptography and Security (cs.CR) #Digital Media Forensic Detection #FOS: Computer and information sciences #Handwritten Text Recognition Techniques #Machine Learning (cs.LG)