Matthias Grundmann

According to our database, Matthias Grundmann authored at least 39 papers between 2008 and 2025.

Collaborative distances:

• Dijkstra number of three.
• Erdős number of four.

2025

Scaling On-Device GPU Inference for Large Generative Models.

Jiuqiang Tang, Raman Sarokin, Ekaterina Ignasheva, Grant Jensen, Lin Chen, Juhyun Lee, Andrei Kulik, Matthias Grundmann

CoRR, May, 2025

Scaling On-Device GPU Inference for Large Generative Models.

Jiuqiang Tang, Raman Sorokin, Ekaterina Ignasheva, Grant Jensen, Lin Chen, Juhyun Lee, Andrei Kulik, Matthias Grundmann

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2025

2024

Binaural Angular Separation Network.

Yang Yang, George Sung, Shao-Fu Shih, Hakan Erdogan, Chehung Lee, Matthias Grundmann

Proceedings of the IEEE International Conference on Acoustics, 2024

STREAMVC: Real-Time Low-Latency Voice Conversion.

Yang Yang, Yury Kartynnik, Yunpeng Li, Jiuqiang Tang, Xing Li, George Sung, Matthias Grundmann

Proceedings of the IEEE International Conference on Acoustics, 2024

PRDP: Proximal Reward Difference Prediction for Large-Scale Reward Finetuning of Diffusion Models.

Fei Deng, Qifei Wang, Wei Wei, Tingbo Hou, Matthias Grundmann

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

2023

Blendshapes GHUM: Real-time Monocular Facial Blendshape Prediction.

Ivan Grishchenko, Geng Yan, Eduard Gabriel Bazavan, Andrei Zanfir, Nikolai Chinaev, Karthik Raveendran, Matthias Grundmann, Cristian Sminchisescu

CoRR, 2023

Semi-Implicit Denoising Diffusion Models (SIDDMs).

Yanwu Xu, Mingming Gong, Shaoan Xie, Wei Wei, Matthias Grundmann, Kayhan Batmanghelich, Tingbo Hou

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

On-device Real-time Custom Hand Gesture Recognition.

Esha Uboweja, David Tian, Qifei Wang, Yi-Chun Kuo, Joe Zou, Lu Wang, George Sung, Matthias Grundmann

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

Towards Authentic Face Restoration with Iterative Diffusion Models and Beyond.

Yang Zhao, Tingbo Hou, Yu-Chuan Su, Xuhui Jia, Yandong Li, Matthias Grundmann

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

Guided Speech Enhancement Network.

Yang Yang, Shao-Fu Shih, Hakan Erdogan, Jamie Menjay Lin, Chehung Lee, Yunpeng Li, George Sung, Matthias Grundmann

Proceedings of the IEEE International Conference on Acoustics, 2023

BlazeStyleGAN: A Real-Time On-Device StyleGAN.

Haolin Jia, Qifei Wang, Omer Tov, Yang Zhao, Fei Deng, Lu Wang, Chuo-Ling Chang, Tingbo Hou, Matthias Grundmann

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Speed Is All You Need: On-Device Acceleration of Large Diffusion Models via GPU-Aware Optimizations.

Yu-Hui Chen, Raman Sarokin, Juhyun Lee, Jiuqiang Tang, Chuo-Ling Chang, Andrei Kulik, Matthias Grundmann

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

2022

Efficient Heterogeneous Video Segmentation at the Edge.

Jamie Menjay Lin, Siargey Pisarchyk, Juhyun Lee, David Tian, Tingbo Hou, Karthik Raveendran, Raman Sarokin, George Sung, Trent Tolley, Matthias Grundmann

CoRR, 2022

BlazePose GHUM Holistic: Real-time 3D Human Landmarks and Pose Estimation.

Ivan Grishchenko, Valentin Bazarevsky, Andrei Zanfir, Eduard Gabriel Bazavan, Mihai Zanfir, Richard Yee, Karthik Raveendran, Matsvei Zhdanovich, Matthias Grundmann, Cristian Sminchisescu

CoRR, 2022

2021

On-device Real-time Hand Gesture Recognition.

George Sung, Kanstantsin Sokal, Esha Uboweja, Valentin Bazarevsky, Jonathan Baccash, Eduard Gabriel Bazavan, Chuo-Ling Chang, Matthias Grundmann

CoRR, 2021

Objectron: A Large Scale Dataset of Object-Centric Videos in the Wild With Pose Annotations.

Adel Ahmadyan, Liangkai Zhang, Artsiom Ablavatski, Jianing Wei, Matthias Grundmann

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021

2020

Instant 3D Object Tracking with Applications in Augmented Reality.

Adel Ahmadyan, Tingbo Hou, Jianing Wei, Liangkai Zhang, Artsiom Ablavatski, Matthias Grundmann

CoRR, 2020

Attention Mesh: High-fidelity Face Mesh Prediction in Real-time.

Ivan Grishchenko, Artsiom Ablavatski, Yury Kartynnik, Karthik Raveendran, Matthias Grundmann

CoRR, 2020

MediaPipe Hands: On-device Real-time Hand Tracking.

Fan Zhang, Valentin Bazarevsky, Andrey Vakunov, Andrei Tkachenka, George Sung, Chuo-Ling Chang, Matthias Grundmann

CoRR, 2020

BlazePose: On-device Real-time Body Pose tracking.

Valentin Bazarevsky, Ivan Grishchenko, Karthik Raveendran, Tyler Zhu, Fan Zhang, Matthias Grundmann

CoRR, 2020

MobilePose: Real-Time Pose Estimation for Unseen Objects with Weak Shape Supervision.

Tingbo Hou, Adel Ahmadyan, Liangkai Zhang, Jianing Wei, Matthias Grundmann

CoRR, 2020

2019

Instant Motion Tracking and Its Applications to Augmented Reality.

Jianing Wei, Genzhi Ye, Tyler Mullen, Matthias Grundmann, Adel Ahmadyan, Tingbo Hou

CoRR, 2019

Real-time Facial Surface Geometry from Monocular Video on Mobile GPUs.

Yury Kartynnik, Artsiom Ablavatski, Ivan Grishchenko, Matthias Grundmann

CoRR, 2019

BlazeFace: Sub-millisecond Neural Face Detection on Mobile GPUs.

Valentin Bazarevsky, Yury Kartynnik, Andrey Vakunov, Karthik Raveendran, Matthias Grundmann

CoRR, 2019

On-Device Neural Net Inference with Mobile GPUs.

Juhyun Lee, Nikolay Chirkov, Ekaterina Ignasheva, Yury Pisarchyk, Mogan Shieh, Fabio Riccardi, Raman Sarokin, Andrei Kulik, Matthias Grundmann

CoRR, 2019

MediaPipe: A Framework for Building Perception Pipelines.

Camillo Lugaresi, Jiuqiang Tang, Hadon Nash, Chris McClanahan, Esha Uboweja, Michael Hays, Fan Zhang, Chuo-Ling Chang, Ming Guang Yong, Juhyun Lee, Wan-Teh Chang, Wei Hua, Manfred Georg, Matthias Grundmann

CoRR, 2019

2015

Finding Temporally Consistent Occlusion Boundaries in Videos Using Geometric Context.

S. Hussain Raza, Ahmad Humayun, Irfan A. Essa, Matthias Grundmann, David Anderson

Proceedings of the 2015 IEEE Winter Conference on Applications of Computer Vision, 2015

2013

Computational video: post-processing methods for stabilization, retargeting and segmentation.

Matthias Grundmann

PhD thesis, 2013

Post-processing approach for radiometric self-calibration of video.

Matthias Grundmann, Chris McClanahan, Sing Bing Kang, Irfan A. Essa

Proceedings of the IEEE International Conference on Computational Photography, 2013

Geometric Context from Videos.

S. Hussain Raza, Matthias Grundmann, Irfan A. Essa

Proceedings of the 2013 IEEE Conference on Computer Vision and Pattern Recognition, 2013

2012

Calibration-free rolling shutter removal.

Matthias Grundmann, Vivek Kwatra, Daniel Castro, Irfan A. Essa

Proceedings of the 2012 IEEE International Conference on Computational Photography, 2012

Weakly Supervised Learning of Object Segmentations from Web-Scale Video.

Glenn Hartmann, Matthias Grundmann, Judy Hoffman, David Tsai, Vivek Kwatra, Omid Madani, Sudheendra Vijayanarasimhan, Irfan A. Essa, James M. Rehg, Rahul Sukthankar

Proceedings of the Computer Vision - ECCV 2012. Workshops and Demonstrations, 2012

2011

Auto-directed video stabilization with robust L1 optimal camera paths.

Matthias Grundmann, Vivek Kwatra, Irfan A. Essa

Proceedings of the 24th IEEE Conference on Computer Vision and Pattern Recognition, 2011

2010

Motion fields to predict play evolution in dynamic sport scenes.

Kihwan Kim, Matthias Grundmann, Ariel Shamir, Iain A. Matthews, Jessica K. Hodgins, Irfan A. Essa

Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010

Player localization using multiple static cameras for sports visualization.

Raffay Hamid, Ramkrishan K. Kumar, Matthias Grundmann, Kihwan Kim, Irfan A. Essa, Jessica K. Hodgins

Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010

Efficient hierarchical graph-based video segmentation.

Matthias Grundmann, Vivek Kwatra, Mei Han, Irfan A. Essa

Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010

Discontinuous seam-carving for video retargeting.

Matthias Grundmann, Vivek Kwatra, Mei Han, Irfan A. Essa

Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010

2008

Real-Time Object Detection and Tracking for Industrial Applications.

Selim Benhimane, Hesam Najafi, Matthias Grundmann, Yakup Genc, Nassir Navab, Ezio Malis

Proceedings of the VISAPP 2008: Proceedings of the Third International Conference on Computer Vision Theory and Applications, Funchal, Madeira, Portugal, January 22-25, 2008, 2008

3D Shape Context and Distance Transform for action recognition.

Matthias Grundmann, Franziska Meier, Irfan A. Essa

Proceedings of the 19th International Conference on Pattern Recognition (ICPR 2008), 2008