An Evaluation of Edge TPU Accelerators for Convolutional Neural Networks

20 February 2021

Papers citing "An Evaluation of Edge TPU Accelerators for Convolutional Neural Networks"

36 / 36 papers shown

Title
Vision Controlled Orthotic Hand Exoskeleton Connor Blais Md Abdul Baset Sarker Masudul H. Imtiaz 32 0 0 22 Apr 2025
Optimizing DNN Inference on Multi-Accelerator SoCs at Training-time Matteo Risso Alessio Burrello Daniele Jahier Pagliari 46 0 0 24 Feb 2025
EdgeFlowNet: 100FPS@1W Dense Optical Flow For Tiny Mobile Robots Sai Ramana Kiran Pinnama Raju Rishabh Singh Manoj Velmurugan Nitin J. Sanket 79 1 0 21 Nov 2024
Rotational Odometry using Ultra Low Resolution Thermal Cameras Ali Safa 29 0 0 02 Nov 2024
Flex-TPU: A Flexible TPU with Runtime Reconfigurable Dataflow Architecture Mohammed E. Elbtity Peyton S. Chandarana Ramtin Zand 54 2 0 11 Jul 2024
Tao: Re-Thinking DL-based Microarchitecture Simulation Santosh Pandey Amir Yazdanbakhsh Hang Liu AI4CE 34 3 0 16 Apr 2024
Strict Partitioning for Sporadic Rigid Gang Tasks Binqi Sun Tomasz Kloda Marco Caccamo 26 5 0 15 Mar 2024
Improvements in Interlayer Pipelining of CNN Accelerators Using Genetic Algorithms Mark Horeni Siddharth Joshi 30 0 0 20 Nov 2023
A Machine Learning-oriented Survey on Tiny Machine Learning Luigi Capogrosso Federico Cunico D. Cheng Franco Fummi Marco Cristani SyDa MU 32 33 0 21 Sep 2023
Parallel Algorithms Align with Neural Execution Valerie Engelmayer Dobrik Georgiev Petar Velickovic 37 7 0 08 Jul 2023
Performance Analysis of DNN Inference/Training with Convolution and non-Convolution Operations H. Esmaeilzadeh Soroush Ghodrati A. Kahng Sean Kinzer Susmita Dey Manasi S. Sapatnekar Zhiang Wang 22 2 0 29 Jun 2023
DGEMM on Integer Matrix Multiplication Unit Hiroyuki Ootomo K. Ozaki Rio Yokota 9 12 0 21 Jun 2023
ArchGym: An Open-Source Gymnasium for Machine Learning Assisted Architecture Design Srivatsan Krishnan Amir Yazdanbaksh Shvetank Prakash Jason J. Jabbour Ikechukwu Uchendu ... Behzad Boroujerdian Daniel Richins Devashree Tripathy Aleksandra Faust Vijay Janapa Reddi 43 11 0 15 Jun 2023
Precision-aware Latency and Energy Balancing on Multi-Accelerator Platforms for DNN Inference Matteo Risso Alessio Burrello G. M. Sarda Luca Benini Enrico Macii M. Poncino Marian Verhelst Daniele Jahier Pagliari 28 4 0 08 Jun 2023
Hardware Acceleration of Explainable Artificial Intelligence Zhixin Pan Prabhat Mishra 26 0 0 04 May 2023
Rubik's Optical Neural Networks: Multi-task Learning with Physics-aware Rotation Architecture Yingjie Li Weilu Gao Cunxi Yu 25 3 0 25 Apr 2023
RESPECT: Reinforcement Learning based Edge Scheduling on Pipelined Coral Edge TPUs Jiaqi Yin Yingjie Li Daniel Robinson Cunxi Yu 21 7 0 10 Apr 2023
Learning Performance-Improving Code Edits Alex Shypula Aman Madaan Yiming Yang Uri Alon Jacob R. Gardner Milad Hashemi Graham Neubig Parthasarathy Ranganathan Osbert Bastani Amir Yazdanbakhsh SyDa 30 81 0 15 Feb 2023
Binarized Neural Machine Translation Yichi Zhang Ankush Garg Yuan Cao Lukasz Lew Behrooz Ghorbani Zhiru Zhang Orhan Firat MQ 34 14 0 09 Feb 2023
Monocular Cyclist Detection with Convolutional Neural Networks Charles Tang 22 0 0 16 Jan 2023
DeFiNES: Enabling Fast Exploration of the Depth-first Scheduling Space for DNN Accelerators through Analytical Modeling L. Mei Koen Goetschalckx Arne Symons Marian Verhelst 39 29 0 10 Dec 2022
Edge Video Analytics: A Survey on Applications, Systems and Enabling Techniques Renjie Xu S. Razavi Rong Zheng 44 15 0 28 Nov 2022
GRANITE: A Graph Neural Network Model for Basic Block Throughput Estimation O. Sýkora P. Phothilimthana Charith Mendis Amir Yazdanbakhsh GNN 45 21 0 08 Oct 2022
Google Coral-based edge computing person reidentification using human parsing combined with analytical method N. Gabdullin A. Raskovalov 22 3 0 22 Sep 2022
Sparse Attention Acceleration with Synergistic In-Memory Pruning and On-Chip Recomputation Amir Yazdanbakhsh Ashkan Moradifirouzabadi Zheng Li Mingu Kang 27 31 0 01 Sep 2022
Face Deblurring using Dual Camera Fusion on Mobile Phones Wei-Sheng Lai Yichang Shih Lun-Cheng Chu Xiaotong Wu Sung-Fang Tsai Michael Krainin Deqing Sun Chia-Kai Liang CVBM 3DH 31 19 0 23 Jul 2022
Edge Inference with Fully Differentiable Quantized Mixed Precision Neural Networks Clemens J. S. Schaefer Siddharth Joshi Shane Li Raul Blazquez MQ 33 9 0 15 Jun 2022
Accelerating Attention through Gradient-Based Learned Runtime Pruning Zheng Li Soroush Ghodrati Amir Yazdanbakhsh H. Esmaeilzadeh Mingu Kang 24 17 0 07 Apr 2022
Data-Driven Offline Optimization For Architecting Hardware Accelerators Aviral Kumar Amir Yazdanbakhsh Milad Hashemi Kevin Swersky Sergey Levine 27 36 0 20 Oct 2021
Exploring Deep Neural Networks on Edge TPU Seyedehfaezeh Hosseininoorbin S. Layeghy Branislav Kusy Raja Jurdak Marius Portmann 19 9 0 17 Oct 2021
Fail-Safe Human Detection for Drones Using a Multi-Modal Curriculum Learning Approach A. Safa Tim Verbelen I. Ocket A. Bourdoux F. Catthoor Georges G. E. Gielen 32 14 0 28 Sep 2021
Deep Learning on Edge TPUs A. Kist Andreas M Kist 38 17 0 31 Aug 2021
FLAT: An Optimized Dataflow for Mitigating Attention Bottlenecks Sheng-Chun Kao Suvinay Subramanian Gaurav Agrawal Amir Yazdanbakhsh T. Krishna 38 57 0 13 Jul 2021
Real-Time Multi-View 3D Human Pose Estimation using Semantic Feedback to Smart Edge Sensors S. Bultmann Sven Behnke 3DH 19 30 0 28 Jun 2021
A Full-Stack Search Technique for Domain Optimized Deep Learning Accelerators Dan Zhang Safeen Huda Ebrahim M. Songhori Kartik Prabhu Quoc V. Le Anna Goldie Azalia Mirhoseini 29 50 0 26 May 2021
Hardware Acceleration of Explainable Machine Learning using Tensor Processing Units Zhixin Pan Prabhat Mishra 22 18 0 22 Mar 2021