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Matthias Grundmann

  1. Speed Is All You Need: On-Device Acceleration of Large Diffusion Models via GPU-Aware Optimizations
    2023/04/21 by Yu-Hui Chen, Yu‐Hui Chen, Raman Sarokin +13 · 3 voices · 9 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Artificial intelligence #Computer engineering #Computer science #Distributed computing #Generative Adversarial Networks and Image Synthesis #Inference #Latency (audio) #Mobile device #Operating system #Porting #Single-cell and spatial transcriptomics #Software #Software deployment #Stochastic Gradient Optimization Techniques
  2. MediaPipe: A Framework for Building Perception Pipelines
    2019/06/14 by Camillo Lugaresi, Lugaresi, Camillo, Jiuqiang Tang +26 · 171 citations
    Computer Science · Engineering · #CCD and CMOS Imaging Sensors #Distributed #Embedded Systems Design Techniques #FOS: Computer and information sciences #Parallel #Parallel Computing and Optimization Techniques #and Cluster Computing (cs.DC) #cs.DC
  3. MediaPipe Hands: On-device Real-time Hand Tracking
    2020/06/18 by Fan Zhang, Valentin Bazarevsky, Zhang, Fan +11 · 28 citations
    Computer Science · #Artificial intelligence #Computer Vision and Pattern Recognition (cs.CV) #Computer graphics (images) #Computer science #Computer vision #FOS: Computer and information sciences #Gaze Tracking and Assistive Technology #Hand Gesture Recognition Systems #Human Pose and Action Recognition #Inference #Landmark #Mobile device #Operating system #Pipeline (software) #RGB color model #Real-time computing #Tracking (education) #cs.CV
  4. Objectron: A Large Scale Dataset of Object-Centric Videos in the Wild with Pose Annotations
    2020/12/17 by Adel Ahmadyan, Liangkai Zhang, Ahmadyan, Adel +7 · 19 citations
    Computer Science · Engineering · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Robotics and Sensor-Based Localization #cs.CV
  5. PRDP: Proximal Reward Difference Prediction for Large-Scale Reward Finetuning of Diffusion Models
    2024/02/13 by Fei Deng, Qifei Wang, Deng, Fei +7 · 1 voice · 15 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
  6. BlazePose: On-device Real-time Body Pose tracking
    2020/06/17 by Valentin Bazarevsky, Ivan Grishchenko, Bazarevsky, Valentin +9 · 17 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hand Gesture Recognition Systems #Human Pose and Action Recognition #Video Surveillance and Tracking Methods #cs.CV
  7. BlazeFace: Sub-millisecond Neural Face Detection on Mobile GPUs
    2019/07/11 by Valentin Bazarevsky, Yury Kartynnik, Bazarevsky, Valentin +7 · 19 citations
    Computer Science · #Advanced Neural Network Applications #Face recognition and analysis #Visual Attention and Saliency Detection #cs.CV
  8. Real-time Facial Surface Geometry from Monocular Video on Mobile GPUs
    2019/07/15 by Yury Kartynnik, Kartynnik, Yury, Artsiom Ablavatski +5 · 14 citations
    Computer Science · Engineering · #3D Shape Modeling and Analysis #Biometric Identification and Security #Face recognition and analysis #cs.CV
  9. Attention Mesh: High-fidelity Face Mesh Prediction in Real-time
    2020/06/19 by Ivan Grishchenko, Grishchenko, Ivan, Artsiom Ablavatski +7 · 7 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #cs.CV
  10. StreamVC: Real-Time Low-Latency Voice Conversion
    2024/01/05 by Yang Yang, Yang, Yang, Yury Kartynnik +11 · 13 citations
    Computer Science · #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Music and Audio Processing #Sound (cs.SD) #Speech Recognition and Synthesis #Speech and Audio Processing #electronic engineering #information engineering
  11. Scaling On-Device GPU Inference for Large Generative Models
    2025/05/01 by Jiuqiang Tang, Raman Sarokin, Tang, Jiuqiang +13 · 3 voices · 5 citations
    Computer Science · #cs.LG #cs.AI
  12. On-Device Neural Net Inference with Mobile GPUs
    2019/07/03 by Juhyun Lee, Lee, Juhyun, Nikolay Chirkov +15 · 3 citations
    Computer Science · Mathematics · #Computer Vision and Pattern Recognition (cs.CV) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #and Cluster Computing (cs.DC) #cs.CV #cs.DC #cs.LG #stat.ML
  13. Towards Authentic Face Restoration with Iterative Diffusion Models and Beyond
    2023/07/18 by Yang Zhao, Tingbo Hou, Zhao, Yang +7 · 3 citations
    Computer Science · #Advanced Image Processing Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Face recognition and analysis #Generative Adversarial Networks and Image Synthesis
  14. Binaural Angular Separation Network
    2024/01/16 by Yang Yang, George Sung, Yang, Yang +9 · 3 citations
    Computer Science · Engineering · #Advanced Adaptive Filtering Techniques #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Indoor and Outdoor Localization Technologies #Machine Learning (cs.LG) #Sound (cs.SD) #Speech and Audio Processing #electronic engineering #information engineering
  15. MobilePose: Real-Time Pose Estimation for Unseen Objects with Weak Shape Supervision
    2020/03/07 by Tingbo Hou, Hou, Tingbo, Adel Ahmadyan +7 · 1 citation
    Computer Science · Engineering · #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Robot Manipulation and Learning #Robotics and Sensor-Based Localization #cs.CV
  16. On the Estimation of the Number of Unreachable Peers in the Bitcoin P2P Network by Observation of Peer Announcements
    2021/02/25 by Matthias Grundmann, Grundmann, Matthias, Hedwig Amberg +3 · 1 citation
    Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Networking and Internet Architecture (cs.NI) #cs.CR #cs.NI
  17. Estimating the Peer Degree of Reachable Peers in the Bitcoin P2P Network
    2021/08/02 by Matthias Grundmann, Max Baumstark, Grundmann, Matthias +3 · 1 citation
    Computer Science · #Caching and Content Delivery #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Network Traffic and Congestion Control #Networking and Internet Architecture (cs.NI) #Peer-to-Peer Network Technologies #cs.CR #cs.NI
  18. Efficient Heterogeneous Video Segmentation at the Edge
    2022/08/24 by Jamie Menjay Lin, Siargey Pisarchyk, Lin, Jamie Menjay +17 · 1 citation
    Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Visual Attention and Saliency Detection
  19. Guided Speech Enhancement Network
    2023/03/13 by Yang Yang, Yang, Yang, Shao-Fu Shih +13 · 1 citation
    Computer Science · Engineering · #Advanced Adaptive Filtering Techniques #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Sound (cs.SD) #Speech Recognition and Synthesis #Speech and Audio Processing #electronic engineering #information engineering
  20. Semi-Implicit Denoising Diffusion Models (SIDDMs)
    2023/06/21 by Yanwu Xu, Mingming Gong, Xu, Yanwu +11 · 1 citation
    Physics and Astronomy · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #NMR spectroscopy and applications