Comparison and Benchmarking of AI Models and Frameworks on Mobile Devices

7 May 2020

Lei Wang

Papers citing "Comparison and Benchmarking of AI Models and Frameworks on Mobile Devices"

21 / 21 papers shown

Title
Empowering Edge Intelligence: A Comprehensive Survey on On-Device AI Models Xubin Wang Zhiqing Tang Jianxiong Guo Tianhui Meng Chenhao Wang Tian-sheng Wang Weijia Jia 50 0 0 08 Mar 2025
LAR-IQA: A Lightweight, Accurate, and Robust No-Reference Image Quality Assessment Model Nasim Jamshidi Avanaki Abhijay Ghildyal Nabajeet Barman Saman Zadtootaghaj VLM 40 1 0 30 Aug 2024
Comprehensive Study on Performance Evaluation and Optimization of Model Compression: Bridging Traditional Deep Learning and Large Language Models Aayush Saxena Arit Kumar Bishwas Ayush Ashok Mishra Ryan Armstrong 19 1 0 22 Jul 2024
Studying the Impact of TensorFlow and PyTorch Bindings on Machine Learning Software Quality Hao Li Gopi Krishnan Rajbahadur C. Bezemer 34 5 0 07 Jul 2024
Deep Learning Inference on Heterogeneous Mobile Processors: Potentials and Pitfalls Sicong Liu Wentao Zhou Zimu Zhou Bin Guo Minfan Wang Cheng Fang Zheng Lin Zhiwen Yu 29 1 0 03 May 2024
A Survey on Multimodal Wearable Sensor-based Human Action Recognition Jianyuan Ni Hao Tang Syed Tousiful Haque Yan Yan A. Ngu 74 6 0 14 Apr 2024
SparseByteNN: A Novel Mobile Inference Acceleration Framework Based on Fine-Grained Group Sparsity Haitao Xu Songwei Liu Yuyang Xu Shuai Wang Jiashi Li Chenqian Yan Liangqiang Li Lean Fu Xin Pan Fangmin Chen MQ 17 0 0 30 Oct 2023
Unveiling Energy Efficiency in Deep Learning: Measurement, Prediction, and Scoring across Edge Devices Xiaolong Tu Anik Mallik Dawei Chen Kyungtae Han Onur Altintas Haoxin Wang Jiang Xie 27 12 0 19 Oct 2023
A Federated Learning Algorithms Development Paradigm Miroslav Popovic M. Popovic I. Kastelan Miodrag Djukic I. Basicevic 9 3 0 08 Oct 2023
Beyond the Model: Data Pre-processing Attack to Deep Learning Models in Android Apps Ye Sang Yujin Huang Shuo Huang Helei Cui AAML SILM 25 5 0 06 May 2023
EPAM: A Predictive Energy Model for Mobile AI Anik Mallik Haoxin Wang Jiang Xie Dawei Chen Kyungtae Han 14 3 0 02 Mar 2023
Carbon-Neutralized Task Scheduling for Green Computing Networks Chien-Sheng Yang Chien-Chun Huang-Fu I. Fu 14 5 0 06 Sep 2022
Decentralized Low-Latency Collaborative Inference via Ensembles on the Edge M. Malka Erez Farhan Hai Morgenstern Nir Shlezinger FedML 15 12 0 07 Jun 2022
Memory Planning for Deep Neural Networks Maksim Levental 23 4 0 23 Feb 2022
Benchmarking of DL Libraries and Models on Mobile Devices Qiyang Zhang Xiang Li Xiangying Che Xiao Ma Ao Zhou Mengwei Xu Shangguang Wang Yun Ma Xuanzhe Liu 25 48 0 14 Feb 2022
ML-EXray: Visibility into ML Deployment on the Edge Hang Qiu Ioanna Vavelidou Jian Li Evgenya Pergament Pete Warden Sandeep P. Chinchali Zain Asgar Sachin Katti 11 8 0 08 Nov 2021
Robustness Analysis of Deep Learning Frameworks on Mobile Platforms Amin Eslami Abyane Hadi Hemmati AAML 21 3 0 20 Sep 2021
Single-Training Collaborative Object Detectors Adaptive to Bandwidth and Computation Juliano S. Assine José Cândido Silveira Santos Filho Eduardo Valle ObjD 42 8 0 03 May 2021
Impact of Thermal Throttling on Long-Term Visual Inference in a CPU-based Edge Device Théo Benoit-Cattin Delia Velasco-Montero Jorge Fernández-Berni 11 25 0 13 Oct 2020
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Z. Tu Kaiming He 297 10,216 0 16 Nov 2016
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 269 5,326 0 05 Nov 2016