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EMDL@MobiSys
2017
2021
2017
2021
Keyphrases
Publications
2021
EMDL@MobiSys 2021: Proceedings of the 5th International Workshop on Embedded and Mobile Deep Learning, Virtual Event, Wisconsin, USA, June 25, 2021.
EMDL@MobiSys
(2021)
Jingyu Lee
,
Yunxin Liu
,
Youngki Lee
ParallelFusion: Towards Maximum Utilization of Mobile GPU for DNN Inference.
EMDL@MobiSys
(2021)
Stefanos Laskaridis
,
Alexandros Kouris
,
Nicholas D. Lane
Adaptive Inference through Early-Exit Networks: Design, Challenges and Directions.
EMDL@MobiSys
(2021)
Jayoung Lee
,
Pengcheng Wang
,
Ran Xu
,
Venkat Dasari
,
Noah Weston
,
Yin Li
,
Saurabh Bagchi
,
Somali Chaterji
Benchmarking Video Object Detection Systems on Embedded Devices under Resource Contention.
EMDL@MobiSys
(2021)
Ali Saffari
,
Sin Yong Tan
,
Mohamad Katanbaf
,
Homagni Saha
,
Joshua R. Smith
,
Soumik Sarkar
Battery-Free Camera Occupancy Detection System.
EMDL@MobiSys
(2021)
Erwei Wang
,
James J. Davis
,
Daniele Moro
,
Piotr Zielinski
,
Jia Jie Lim
,
Claudionor Coelho
,
Satrajit Chatterjee
,
Peter Y. K. Cheung
,
George A. Constantinides
Enabling Binary Neural Network Training on the Edge.
EMDL@MobiSys
(2021)
Qingqing Cao
,
Alexandru Eugen Irimiea
,
Mohamed S. Abdelfattah
,
Aruna Balasubramanian
,
Nicholas D. Lane
Are Mobile DNN Accelerators Accelerating DNNs?
EMDL@MobiSys
(2021)
Dongqi Cai
,
Qipeng Wang
,
Yuanqiang Liu
,
Yunxin Liu
,
Shangguang Wang
,
Mengwei Xu
Towards Ubiquitous Learning: A First Measurement of On-Device Training Performance.
EMDL@MobiSys
(2021)
2018
Koen Goetschalckx
,
Bert Moons
,
Patrick Wambacq
,
Marian Verhelst
Efficiently Combining SVD, Pruning, Clustering and Retraining for Enhanced Neural Network Compression.
EMDL@MobiSys
(2018)
Shuochao Yao
,
Yiran Zhao
,
Shaohan Hu
,
Tarek F. Abdelzaher
QualityDeepSense: Quality-Aware Deep Learning Framework for Internet of Things Applications with Sensor-Temporal Attention.
EMDL@MobiSys
(2018)
Myungjae Shin
,
Joongheon Kim
,
Aziz Mohaisen
,
Jaebok Park
,
KyungHee Lee
Neural Network Syntax Analyzer for Embedded Standardized Deep Learning.
EMDL@MobiSys
(2018)
Mario Parreño Centeno
,
Yu Guan
,
Aad van Moorsel
Mobile Based Continuous Authentication Using Deep Features.
EMDL@MobiSys
(2018)
Prahalathan Sundaramoorthy
,
Gautham Krishna Gudur
,
Manav Rajiv Moorthy
,
R. Nidhi Bhandari
,
Vineeth Vijayaraghavan
HARNet: Towards On-Device Incremental Learning using Deep Ensembles on Constrained Devices.
EMDL@MobiSys
(2018)
Javier Fernández-Marqués
,
Vincent W. S. Tseng
,
Sourav Bhattacharya
,
Nicholas D. Lane
On-the-fly deterministic binary filters for memory efficient keyword spotting applications on embedded devices.
EMDL@MobiSys
(2018)
Huynh Nguyen Loc
,
Youngki Lee
,
Rajesh Krishna Balan
D-Pruner: Filter-Based Pruning Method for Deep Convolutional Neural Network.
EMDL@MobiSys
(2018)
Yiren Zhao
,
Xitong Gao
,
Robert D. Mullins
,
Chengzhong Xu
Mayo: A Framework for Auto-generating Hardware Friendly Deep Neural Networks.
EMDL@MobiSys
(2018)
Proceedings of the 2nd International Workshop on Embedded and Mobile Deep Learning, EMDL@MobiSys 2018, Munich, Germany, June 15, 2018
EMDL@MobiSys
(2018)
2017
Kleomenis Katevas
,
Ilias Leontiadis
,
Martin Pielot
,
Joan Serrà
Practical Processing of Mobile Sensor Data for Continual Deep Learning Predictions.
EMDL@MobiSys
(2017)
Jia Guo
,
Miodrag Potkonjak
Pruning Filters and Classes: Towards On-Device Customization of Convolutional Neural Networks.
EMDL@MobiSys
(2017)
Moustafa Alzantot
,
Yingnan Wang
,
Zhengshuang Ren
,
Mani B. Srivastava
RSTensorFlow: GPU Enabled TensorFlow for Deep Learning on Commodity Android Devices.
EMDL@MobiSys
(2017)
Beomjun Kim
,
Yongsu Jeon
,
Heejin Park
,
Dongheon Han
,
Yunju Baek
Design and Implementation of the Vehicular Camera System using Deep Neural Network Compression.
EMDL@MobiSys
(2017)
Qingqing Cao
,
Niranjan Balasubramanian
,
Aruna Balasubramanian
MobiRNN: Efficient Recurrent Neural Network Execution on Mobile GPU.
EMDL@MobiSys
(2017)
Proceedings of the 1st International Workshop on Embedded and Mobile Deep Learning (Deep Learning for Mobile Systems and Applications), EMDL@MobiSys 2017, Niagara Falls, NY, USA, June 23, 2017
EMDL@MobiSys
(2017)