{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T04:05:45Z","timestamp":1781064345420,"version":"3.54.1"},"publisher-location":"New York, NY, USA","reference-count":31,"publisher":"ACM","license":[{"start":{"date-parts":[[2024,6,3]],"date-time":"2024-06-03T00:00:00Z","timestamp":1717372800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"National Natural Science Foundation of China","award":["No. 62032020, 62102317"],"award-info":[{"award-number":["No. 62032020, 62102317"]}]},{"name":"CityU APRC grant","award":["No. 9610633"],"award-info":[{"award-number":["No. 9610633"]}]},{"name":"National Science Fund for Distinguished Young Scholars","award":["62025205"],"award-info":[{"award-number":["62025205"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2024,6,3]]},"DOI":"10.1145\/3662007.3663881","type":"proceedings-article","created":{"date-parts":[[2024,6,7]],"date-time":"2024-06-07T06:21:27Z","timestamp":1717741287000},"page":"1-6","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":5,"title":["Deep Learning Inference on Heterogeneous Mobile Processors: Potentials and Pitfalls"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4402-1260","authenticated-orcid":false,"given":"Sicong","family":"Liu","sequence":"first","affiliation":[{"name":"Northwestern Polytechnical, University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-3165-4288","authenticated-orcid":false,"given":"Wentao","family":"Zhou","sequence":"additional","affiliation":[{"name":"Harbin Engineering University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5457-6967","authenticated-orcid":false,"given":"Zimu","family":"Zhou","sequence":"additional","affiliation":[{"name":"City University of Hong Kong"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6097-2467","authenticated-orcid":false,"given":"Bin","family":"Guo","sequence":"additional","affiliation":[{"name":"Northwestern Polytechnical, University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-0046-4828","authenticated-orcid":false,"given":"Minfan","family":"Wang","sequence":"additional","affiliation":[{"name":"Chang'an University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-8131-6178","authenticated-orcid":false,"given":"Cheng","family":"Fang","sequence":"additional","affiliation":[{"name":"Northwestern Polytechnical, University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-4977-1385","authenticated-orcid":false,"given":"Zheng","family":"Lin","sequence":"additional","affiliation":[{"name":"Northwestern Polytechnical, University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9905-3238","authenticated-orcid":false,"given":"Zhiwen","family":"Yu","sequence":"additional","affiliation":[{"name":"Harbin Engineering University, Northwestern Polytechnical, University"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2024,6,7]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"Fast universal style transfer for artistic and photorealistic rendering. arXiv preprint arXiv:1907.03118","author":"An Jie","year":"2019","unstructured":"Jie An, Haoyi Xiong, Jiebo Luo, Jun Huan, and Jinwen Ma. 2019. Fast universal style transfer for artistic and photorealistic rendering. arXiv preprint arXiv:1907.03118 (2019)."},{"key":"e_1_3_2_1_2_1","first-page":"1","article-title":"Dexar: Deep explainable sensor-based activity recognition in smart-home environments","volume":"6","author":"Arrotta Luca","year":"2022","unstructured":"Luca Arrotta, Gabriele Civitarese, and Claudio Bettini. 2022. Dexar: Deep explainable sensor-based activity recognition in smart-home environments. Proceedings of IMWUT 6, 1 (2022), 1--30.","journal-title":"Proceedings of IMWUT"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00525"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/3613424.3614263"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.3390\/cryptography6020016"},{"key":"e_1_3_2_1_6_1","unstructured":"Google. 2017. TensorFlow Lite. https:\/\/www.tensorflow.org\/lite\/performance\/measurement.."},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/3498361.3538945"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1145\/3498361.3538948"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/3498361.3538932"},{"key":"e_1_3_2_1_11_1","volume-title":"Proceedings of EuroSys. 1--15","author":"Kim Youngsok","year":"2019","unstructured":"Youngsok Kim, Joonsung Kim, Dongju Chae, Daehyun Kim, and Jangwoo Kim. 2019. μlayer: Low latency on-device inference using cooperative single-layer acceleration and processor-friendly quantization. In Proceedings of EuroSys. 1--15."},{"key":"e_1_3_2_1_12_1","volume-title":"Darts: Differentiable architecture search. arXiv preprint arXiv:1806.09055","author":"Liu Hanxiao","year":"2018","unstructured":"Hanxiao Liu, Karen Simonyan, and Yiming Yang. 2018. Darts: Differentiable architecture search. arXiv preprint arXiv:1806.09055 (2018)."},{"key":"e_1_3_2_1_13_1","volume-title":"Proceedings of SenSys. 120--133","author":"Liu Miaomiao","year":"2022","unstructured":"Miaomiao Liu, Sikai Yang, Wyssanie Chomsin, and Wan Du. 2022. Realtime tracking of smartwatch orientation and location by multitask learning. In Proceedings of SenSys. 120--133."},{"key":"e_1_3_2_1_14_1","volume-title":"Comparison and benchmarking of ai models and frameworks on mobile devices. arXiv preprint arXiv:2005.05085","author":"Luo Chunjie","year":"2020","unstructured":"Chunjie Luo, Xiwen He, Jianfeng Zhan, Lei Wang, Wanling Gao, and Jiahui Dai. 2020. Comparison and benchmarking of ai models and frameworks on mobile devices. arXiv preprint arXiv:2005.05085 (2020)."},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/3453483.3454083"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.01044"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.690"},{"key":"e_1_3_2_1_18_1","volume-title":"Accurate Latency Prediction of Deep Learning Model Inference Under Dynamic Runtime Resource","author":"She Haihong","unstructured":"Haihong She, Yigui Luo, Zhaohong Xiang, Weiming Liang, and Yin Xie. 2023. Accurate Latency Prediction of Deep Learning Model Inference Under Dynamic Runtime Resource. In Proceedings of NeurIPS. Springer, 495--510."},{"key":"e_1_3_2_1_19_1","volume-title":"Very deep convolutional networks for large-scale image recognition. arXiv preprint arXiv:1409.1556","author":"Simonyan Karen","year":"2014","unstructured":"Karen Simonyan and Andrew Zisserman. 2014. Very deep convolutional networks for large-scale image recognition. arXiv preprint arXiv:1409.1556 (2014)."},{"key":"e_1_3_2_1_20_1","first-page":"1","article-title":"Integrating handcrafted features with deep representations for smartphone authentication","volume":"6","author":"Song Yunpeng","year":"2022","unstructured":"Yunpeng Song and Zhongmin Cai. 2022. Integrating handcrafted features with deep representations for smartphone authentication. Proceedings of IMWUT 6, 1 (2022), 1--27.","journal-title":"Proceedings of IMWUT"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1109\/AICAS51828.2021.9458493"},{"key":"e_1_3_2_1_22_1","unstructured":"Tencent. 2018. ncnn. https:\/\/github.com\/Tencent\/ncnn."},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.00535"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/CCGrid49817.2020.00-15"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1145\/3581791.3596870"},{"key":"e_1_3_2_1_26_1","unstructured":"XiaoMi. 2017. XiaoMi\/mace. https:\/\/github.com\/XiaoMi\/mace."},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.01053"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE55515.2023.00096"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1145\/3458864.3467882"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1145\/3485447.3512148"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.525"}],"event":{"name":"MOBISYS '24: The 22nd Annual International Conference on Mobile Systems, Applications and Services","location":"Minato-ku Tokyo Japan","acronym":"MOBISYS '24","sponsor":["SIGMOBILE ACM Special Interest Group on Mobility of Systems, Users, Data and Computing","SIGOPS ACM Special Interest Group on Operating Systems"]},"container-title":["Proceedings of the Workshop on Adaptive AIoT Systems"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3662007.3663881","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3662007.3663881","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,26]],"date-time":"2025-08-26T12:41:53Z","timestamp":1756212113000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3662007.3663881"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,6,3]]},"references-count":31,"alternative-id":["10.1145\/3662007.3663881","10.1145\/3662007"],"URL":"https:\/\/doi.org\/10.1145\/3662007.3663881","relation":{},"subject":[],"published":{"date-parts":[[2024,6,3]]},"assertion":[{"value":"2024-06-07","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}