GEMEL: Model Merging for Memory-Efficient, Real-Time Video Analytics at the Edge
Arthi Padmanabhan , Neil Agarwal , Anand Iyer, Ganesh Ananthanarayanan, Yuanchao Shu, Nikolaos Karianakis, Guoqing Harry Xu , Ravi Netravali
USENIX NSDI | April 2023
Nikolaos Karianakis
Principal Research Manager
Publications
Publications by Year
-
-
Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers
Romil Bhardwaj , Zhengxu Xia, Ganesh Ananthanarayanan, Junchen Jiang, Yuanchao Shu, Nikolaos Karianakis, Kevin Hsieh, Victor Bahl, Ion Stoica
USENIX NSDI | April 2022
GEMEL: Model Merging for Memory-Efficient, Real-Time Video Analytics at the Edge
Arthi Padmanabhan, Neil Agarwal, Anand Iyer, Ganesh Ananthanarayanan, Yuanchao Shu, Nikolaos Karianakis, Guoqing Harry Xu, Ravi Netravali
arXiv:2201.07705 | January 2022
-
Towards Memory-Efficient Inference in Edge Video Analytics
Arthi Padmanabhan, Anand Iyer, Ganesh Ananthanarayanan, Yuanchao Shu, Nikolaos Karianakis, Guoqing Harry Xu, Ravi Netravali
Workshop on Hot Topics in Video Analytics and Intelligent Edges (HotEdgeVideo) | October 2021
-
Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers (TR)
Romil Bhardwaj, Zhengxu Xia, Ganesh Ananthanarayanan, Junchen Jiang, Nikolaos Karianakis, Yuanchao Shu, Kevin Hsieh, Victor Bahl, Ion Stoica
MSR-TR-2020-44 | December 2020
Published by Microsoft
arXiv:2012.10557
Hyper-STAR: Task-Aware Hyperparameters for Deep Networks
Gaurav Mittal, Chang Liu, Nikolaos Karianakis, Victor Fragoso, Mei Chen, Yun Fu
CVPR 2020 | June 2020
Publications by Research Area
-
GEMEL: Model Merging for Memory-Efficient, Real-Time Video Analytics at the Edge
Arthi Padmanabhan , Neil Agarwal , Anand Iyer, Ganesh Ananthanarayanan, Yuanchao Shu, Nikolaos Karianakis, Guoqing Harry Xu , Ravi Netravali
USENIX NSDI | April 2023
GEMEL: Model Merging for Memory-Efficient, Real-Time Video Analytics at the Edge
Arthi Padmanabhan, Neil Agarwal, Anand Iyer, Ganesh Ananthanarayanan, Yuanchao Shu, Nikolaos Karianakis, Guoqing Harry Xu, Ravi Netravali
arXiv:2201.07705 | January 2022
Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers (TR)
Romil Bhardwaj, Zhengxu Xia, Ganesh Ananthanarayanan, Junchen Jiang, Nikolaos Karianakis, Yuanchao Shu, Kevin Hsieh, Victor Bahl, Ion Stoica
MSR-TR-2020-44 | December 2020
Published by Microsoft
arXiv:2012.10557
Hyper-STAR: Task-Aware Hyperparameters for Deep Networks
Gaurav Mittal, Chang Liu, Nikolaos Karianakis, Victor Fragoso, Mei Chen, Yun Fu
CVPR 2020 | June 2020
-
GEMEL: Model Merging for Memory-Efficient, Real-Time Video Analytics at the Edge
Arthi Padmanabhan , Neil Agarwal , Anand Iyer, Ganesh Ananthanarayanan, Yuanchao Shu, Nikolaos Karianakis, Guoqing Harry Xu , Ravi Netravali
USENIX NSDI | April 2023
Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers
Romil Bhardwaj , Zhengxu Xia, Ganesh Ananthanarayanan, Junchen Jiang, Yuanchao Shu, Nikolaos Karianakis, Kevin Hsieh, Victor Bahl, Ion Stoica
USENIX NSDI | April 2022
GEMEL: Model Merging for Memory-Efficient, Real-Time Video Analytics at the Edge
Arthi Padmanabhan, Neil Agarwal, Anand Iyer, Ganesh Ananthanarayanan, Yuanchao Shu, Nikolaos Karianakis, Guoqing Harry Xu, Ravi Netravali
arXiv:2201.07705 | January 2022
Towards Memory-Efficient Inference in Edge Video Analytics
Arthi Padmanabhan, Anand Iyer, Ganesh Ananthanarayanan, Yuanchao Shu, Nikolaos Karianakis, Guoqing Harry Xu, Ravi Netravali
Workshop on Hot Topics in Video Analytics and Intelligent Edges (HotEdgeVideo) | October 2021
Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers (TR)
Romil Bhardwaj, Zhengxu Xia, Ganesh Ananthanarayanan, Junchen Jiang, Nikolaos Karianakis, Yuanchao Shu, Kevin Hsieh, Victor Bahl, Ion Stoica
MSR-TR-2020-44 | December 2020
Published by Microsoft
arXiv:2012.10557
Publications by Type
-
GEMEL: Model Merging for Memory-Efficient, Real-Time Video Analytics at the Edge
Arthi Padmanabhan , Neil Agarwal , Anand Iyer, Ganesh Ananthanarayanan, Yuanchao Shu, Nikolaos Karianakis, Guoqing Harry Xu , Ravi Netravali
USENIX NSDI | April 2023
Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers
Romil Bhardwaj , Zhengxu Xia, Ganesh Ananthanarayanan, Junchen Jiang, Yuanchao Shu, Nikolaos Karianakis, Kevin Hsieh, Victor Bahl, Ion Stoica
USENIX NSDI | April 2022
GEMEL: Model Merging for Memory-Efficient, Real-Time Video Analytics at the Edge
Arthi Padmanabhan, Neil Agarwal, Anand Iyer, Ganesh Ananthanarayanan, Yuanchao Shu, Nikolaos Karianakis, Guoqing Harry Xu, Ravi Netravali
arXiv:2201.07705 | January 2022
Towards Memory-Efficient Inference in Edge Video Analytics
Arthi Padmanabhan, Anand Iyer, Ganesh Ananthanarayanan, Yuanchao Shu, Nikolaos Karianakis, Guoqing Harry Xu, Ravi Netravali
Workshop on Hot Topics in Video Analytics and Intelligent Edges (HotEdgeVideo) | October 2021
Hyper-STAR: Task-Aware Hyperparameters for Deep Networks
Gaurav Mittal, Chang Liu, Nikolaos Karianakis, Victor Fragoso, Mei Chen, Yun Fu
CVPR 2020 | June 2020
-
Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers (TR)
Romil Bhardwaj, Zhengxu Xia, Ganesh Ananthanarayanan, Junchen Jiang, Nikolaos Karianakis, Yuanchao Shu, Kevin Hsieh, Victor Bahl, Ion Stoica
MSR-TR-2020-44 | December 2020
Published by Microsoft
arXiv:2012.10557