AI Benchmark: Running Deep Neural Networks on Android Smartphones

2 October 2018

Radu Timofte

Luc Van Gool

Papers citing "AI Benchmark: Running Deep Neural Networks on Android Smartphones"

40 / 40 papers shown

Title
Benchmarking Edge AI Platforms for High-Performance ML Inference Rakshith Jayanth Neelesh Gupta Viktor Prasanna BDL 30 1 0 23 Sep 2024
Privacy-Preserving Cooperative Visible Light Positioning for Nonstationary Environment: A Federated Learning Perspective Tiankuo Wei Sicong Liu 18 1 0 11 Mar 2023
Lightweight and Flexible Deep Equilibrium Learning for CSI Feedback in FDD Massive MIMO Yifan Ma Wentao Yu Xianghao Yu Jun Zhang Shenghui Song Khaled B. Letaief 17 2 0 28 Nov 2022
XRBench: An Extended Reality (XR) Machine Learning Benchmark Suite for the Metaverse Hyoukjun Kwon Krishnakumar Nair Jamin Seo Jason Yik D. Mohapatra ... Ashish Sirasao T. Krishna Harshit Khaitan Vikas Chandra Vijay Janapa Reddi 40 33 0 16 Nov 2022
Realistic Bokeh Effect Rendering on Mobile GPUs, Mobile AI & AIM 2022 challenge: Report Andrey D. Ignatov Radu Timofte Jin Zhang Feng Zhang G. Yu ... Mingyang Qian Huixin Ma Yanan Li Xiaotao Wang Lei Lei 15 10 0 07 Nov 2022
Efficient and Accurate Quantized Image Super-Resolution on Mobile NPUs, Mobile AI & AIM 2022 challenge: Report Andrey D. Ignatov Radu Timofte Maurizio Denna Abdelbadie Younes Ganzorig Gankhuyag ... Jing Liu Garas Gendy Nabil Sabor J. Hou Guanghui He SupR MQ 23 31 0 07 Nov 2022
Efficient Single-Image Depth Estimation on Mobile Devices, Mobile AI & AIM 2022 Challenge: Report Andrey D. Ignatov Grigory Malivenko Radu Timofte Lukasz Treszczotko Xin-ke Chang ... Dongwon Park Seongmin Hong Joonhee Lee Seunggyu Lee Sengsub Chun 36 17 0 07 Nov 2022
Learned Smartphone ISP on Mobile GPUs with Deep Learning, Mobile AI & AIM 2022 Challenge: Report Andrey D. Ignatov Radu Timofte Shuai Liu Chaoyu Feng Furui Bai ... Xin Lou Wei Zhou Cong Pang Haina Qin Mingxuan Cai 27 24 0 07 Nov 2022
Fast Nearest Convolution for Real-Time Efficient Image Super-Resolution Ziwei Luo Youwei Li Lei Yu Qi Wu Zhihong Wen Haoqiang Fan Shuaicheng Liu SupR 18 14 0 24 Aug 2022
Sliding Window Recurrent Network for Efficient Video Super-Resolution Wenyi Lian W. Lian SupR 30 10 0 24 Aug 2022
Model-based Deep Learning Receiver Design for Rate-Splitting Multiple Access Rafael Cerna Loli Onur Dizdar B. Clerckx Cong Ling 26 18 0 02 May 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
Design and Experimental Evaluation of Algorithms for Optimizing the Throughput of Dispersed Computing Xiangchen Zhao Diyi Hu Bhaskar Krishnamachari 21 2 0 27 Dec 2021
Efficient Softmax Approximation for Deep Neural Networks with Attention Mechanism Ihor Vasyltsov Wooseok Chang 33 12 0 21 Nov 2021
SmartSplit: Latency-Energy-Memory Optimisation for CNN Splitting on Smartphone Environment I. Prakash Aniruddh Bansal Rohit Verma R. Shorey 27 8 0 01 Nov 2021
Fast and Accurate Quantized Camera Scene Detection on Smartphones, Mobile AI 2021 Challenge: Report Andrey D. Ignatov Grigory Malivenko Radu Timofte Sheng Chen Xin Xia ... K. Lyda L. Khojoyan Abhishek Thanki Sayak Paul Shahid Siddiqui MQ 21 20 0 17 May 2021
Fast Camera Image Denoising on Mobile GPUs with Deep Learning, Mobile AI 2021 Challenge: Report Andrey D. Ignatov Kim Byeoung-su Radu Timofte Angeline Pouget Fenglong Song ... Lei Lei Chaoyu Feng L. Huang Z. Lei Feifei Chen 25 30 0 17 May 2021
EasyFL: A Low-code Federated Learning Platform For Dummies Weiming Zhuang Xin Gan Yonggang Wen Shuai Zhang FedML 27 46 0 17 May 2021
Bringing AI To Edge: From Deep Learning's Perspective Di Liu Hao Kong Xiangzhong Luo Weichen Liu Ravi Subramaniam 52 116 0 25 Nov 2020
Impact of Thermal Throttling on Long-Term Visual Inference in a CPU-based Edge Device Théo Benoit-Cattin Delia Velasco-Montero Jorge Fernández-Berni 13 25 0 13 Oct 2020
AIPerf: Automated machine learning as an AI-HPC benchmark Zhixiang Ren Yongheng Liu Tianhui Shi Lei Xie Yue Zhou Jidong Zhai Youhui Zhang Yunquan Zhang Wenguang Chen 27 22 0 17 Aug 2020
Controlling Information Capacity of Binary Neural Network D. Ignatov Andrey D. Ignatov MQ 33 21 0 04 Aug 2020
Automatic heterogeneous quantization of deep neural networks for low-latency inference on the edge for particle detectors C. Coelho Aki Kuusela Shane Li Zhuang Hao T. Aarrestad Vladimir Loncar J. Ngadiuba M. Pierini Adrian Alan Pol S. Summers MQ 32 175 0 15 Jun 2020
Characterizing Impacts of Heterogeneity in Federated Learning upon Large-Scale Smartphone Data Chengxu Yang Qipeng Wang Mengwei Xu Shangguang Wang Kaigui Bian Yunxin Liu Xuanzhe Liu 24 22 0 12 Jun 2020
Comparison and Benchmarking of AI Models and Frameworks on Mobile Devices Chunjie Luo Xiwen He Jianfeng Zhan Lei Wang Wanling Gao Jiahui Dai ELM 24 58 0 07 May 2020
Deep Neural Network for Respiratory Sound Classification in Wearable Devices Enabled by Patient Specific Model Tuning Jyotibdha Acharya A. Basu 19 157 0 16 Apr 2020
Towards Unconstrained Palmprint Recognition on Consumer Devices: a Literature Review Adrian-Stefan Ungureanu S. Salahuddin Peter Corcoran 31 31 0 02 Mar 2020
Learned Threshold Pruning K. Azarian Yash Bhalgat Jinwon Lee Tijmen Blankevoort MQ 28 38 0 28 Feb 2020
Bit Allocation for Multi-Task Collaborative Intelligence Saeed Ranjbar Alvar Ivan V. Bajić 16 25 0 14 Feb 2020
Convolutional-Recurrent Neural Networks on Low-Power Wearable Platforms for Cardiac Arrhythmia Detection Antonino Faraone R. Delgado-Gonzalo 19 24 0 08 Jan 2020
Compressing Representations for Embedded Deep Learning Juliano S. Assine Alan Godoy Eduardo Valle 15 3 0 23 Nov 2019
On-Device Machine Learning: An Algorithms and Learning Theory Perspective Sauptik Dhar Junyao Guo Jiayi Liu S. Tripathi Unmesh Kurup Mohak Shah 28 141 0 02 Nov 2019
Decomposable-Net: Scalable Low-Rank Compression for Neural Networks A. Yaguchi Taiji Suzuki Shuhei Nitta Y. Sakata A. Tanizawa 19 9 0 29 Oct 2019
AI Benchmark: All About Deep Learning on Smartphones in 2019 Andrey D. Ignatov Radu Timofte Andrei Kulik Seungsoo Yang Ke Wang Felix Baum Max Wu Lirong Xu Luc Van Gool ELM 21 218 0 15 Oct 2019
Structured Binary Neural Networks for Image Recognition Bohan Zhuang Chunhua Shen Mingkui Tan Peng Chen Lingqiao Liu Ian Reid MQ 22 17 0 22 Sep 2019
Effective Training of Convolutional Neural Networks with Low-bitwidth Weights and Activations Bohan Zhuang Jing Liu Mingkui Tan Lingqiao Liu Ian Reid Chunhua Shen MQ 29 44 0 10 Aug 2019
Dynamic Vision Sensor integration on FPGA-based CNN accelerators for high-speed visual classification A. Linares-Barranco A. Rios-Navarro Ricardo Tapiador-Morales T. Delbruck 25 19 0 17 May 2019
Same, Same But Different - Recovering Neural Network Quantization Error Through Weight Factorization Eldad Meller Alexander Finkelstein Uri Almog Mark Grobman MQ 21 85 0 05 Feb 2019
Slimmable Neural Networks Jiahui Yu L. Yang N. Xu Jianchao Yang Thomas Huang 22 547 0 21 Dec 2018
PIRM Challenge on Perceptual Image Enhancement on Smartphones: Report Andrey D. Ignatov Radu Timofte Thang Vu Tung M. Luu T. Pham ... T. Nimisha Praveen Kandula A. N. Rajagopalan Jie Liu Cheolkon Jung SupR 21 134 0 03 Oct 2018