research-article

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Chorus: Coordinating Mobile Multipath Scheduling and Adaptive Video Streaming

Authors:

Gaogang XieAuthors Info & Claims

ACM MobiCom '24: Proceedings of the 30th Annual International Conference on Mobile Computing and Networking

Pages 246 - 262

https://doi.org/10.1145/3636534.3649359

Published: 29 May 2024 Publication History

Abstract

Increasing bandwidth demands of mobile video streaming pose a challenge in optimizing the Quality of Experience (QoE) for better user engagement. Multipath transmission promises to extend network capacity by utilizing multiple wireless links simultaneously. Previous studies mainly tune the packet scheduler in multipath transmission, expecting higher QoE by accelerating transmission. However, since Adaptive BitRate (ABR) algorithms overlook the impact of multipath scheduling on throughput prediction, multipath adaptive streaming can even experience lower QoE than single-path. This paper proposes Chorus, a cross-layer framework that coordinates multipath scheduling with adaptive streaming to optimize QoE jointly. Chorus establishes two-way feedback control loops between the server and the client. Furthermore, Chorus introduces Coarse-grained Decisions, which assist appropriate bitrate selection by considering the scheduling decision in throughput prediction, and Finegrained Corrections, which meet the predicted throughput by QoE-oriented multipath scheduling. Extensive emulation and real-world mobile Internet evaluations show that Chorus outperforms the state-of-the-art MPQUIC scheduler, improving average QoE by 23.5% and 65.7%, respectively.

References

[1]

Zahaib Akhtar, Yun Seong Nam, Ramesh Govindan, Sanjay Rao, Jessica Chen, Ethan Katz-Bassett, Bruno Ribeiro, Jibin Zhan, and Hui Zhang. 2018. Oboe: Auto-Tuning Video ABR Algorithms to Network Conditions. In Proceedings of the 2018 Conference of the ACM Special Interest Group on Data Communication (Budapest, Hungary) (SIGCOMM '18). Association for Computing Machinery, New York, NY, USA, 44--58.

Digital Library

[2]

alibaba/xquic. 2023. https://github.com/alibaba/xquic.

[3]

Venkat Arun and Hari Balakrishnan. 2018. Copa: Practical Delay-Based Congestion Control for the Internet. In 15th USENIX Symposium on Networked Systems Design and Implementation (NSDI 18). USENIX Association, Renton, WA, 329--342. https://www.usenix.org/conference/nsdi18/presentation/arun

Digital Library

[4]

Ghufran Baig, Jian He, Mubashir Adnan Qureshi, Lili Qiu, Guohai Chen, Peng Chen, and Yinliang Hu. 2019. Jigsaw: Robust Live 4K Video Streaming. In The 25th Annual International Conference on Mobile Computing and Networking (Los Cabos, Mexico) (MobiCom '19). Association for Computing Machinery, New York, NY, USA, Article 14, 16 pages.

Digital Library

[5]

Bento4. 2023. https://www.bento4.com/.

[6]

Bilibili. 2018. Instructions on introducing DASH technology to improve user playback experience. https://www.bilibili.com/read/cv949156.

[7]

Bitmovin. 2015. Why YouTube and Netflix use MPEG-DASH in HTML5. https://bitmovin.com/mpeg-dash-youtube-netflix-html5/.

[8]

Ethan Blanton, Dr. Vern Paxson, and Mark Allman. 2009. TCP Congestion Control. RFC 5681.

Digital Library

[9]

Olivier Bonaventure. 2015. Multipath TCP is pronounced GIGA Path. http://blog.multipath-tcp.org/blog/html/2015/07/24/korea.html.

[10]

Olivier Bonaventure. 2018. Apple uses Multipath TCP. http://blog.multipath-tcp.org/blog/html/2018/12/15/apple_and_multipath_tcp.html.

[11]

Joachim Bruneau-Queyreix, Mathias Lacaud, Daniel Negru, Jordi Mongay Batalla, and Eugen Borcoci. 2017. MS-Stream: A multiple-source adaptive streaming solution enhancing consumer's perceived quality. In 2017 14th IEEE Annual Consumer Communications & Networking Conference (CCNC). IEEE, 427--434.

Digital Library

[12]

Big Buck Bunny. 2023. https://peach.blender.org/.

[13]

Neal Cardwell, Yuchung Cheng, C Stephen Gunn, Soheil Hassas Yeganeh, and Van Jacobson. 2016. Bbr: Congestion-based congestion control: Measuring bottleneck bandwidth and round-trip propagation time. Queue 14, 5 (2016), 20--53.

Digital Library

[14]

Neal Cardwell, Yuchung Cheng, Soheil Hassas Yeganeh, Ian Swett, and Van Jacobson. 2022. BBR Congestion Control. Internet-Draft draft-cardwell-iccrg-bbr-congestion-control-02. Internet Engineering Task Force. https://datatracker.ietf.org/doc/draft-cardwell-iccrg-bbr-congestion-control/02/ Work in Progress.

[15]

Yung-Chih Chen, Don Towsley, and Ramin Khalili. 2016. MSPlayer: Multi-source and multi-path video streaming. IEEE Journal on Selected Areas in Communications 34, 8 (2016), 2198--2206.

Digital Library

[16]

MediaPlayer-Extended: Android MediaPlayer API compatible media player library with exact seek and DASH support. 2023. https://github.com/protyposis/MediaPlayer-Extended.

[17]

Xavier Corbillon, Ramon Aparicio-Pardo, Nicolas Kuhn, Géraldine Texier, and Gwendal Simon. 2016. Cross-Layer Scheduler for Video Streaming over MPTCP. In Proceedings of the 7th International Conference on Multimedia Systems (Klagenfurt, Austria) (MMSys '16). Association for Computing Machinery, New York, NY, USA, Article 7, 12 pages.

Digital Library

[18]

Mallesham Dasari, Arani Bhattacharya, Santiago Vargas, Pranjal Sahu, Aruna Balasubramanian, and Samir R. Das. 2020. Streaming 360-Degree Videos Using Super-Resolution. In IEEE INFOCOM 2020 - IEEE Conference on Computer Communications. IEEE, 1977--1986.

Digital Library

[19]

Quentin De Coninck and Olivier Bonaventure. 2017. Multipath QUIC: Design and Evaluation. In Proceedings of the 13th International Conference on Emerging Networking EXperiments and Technologies (Incheon, Republic of Korea) (CoNEXT '17). Association for Computing Machinery, New York, NY, USA, 160--166.

Digital Library

[20]

Sandesh Dhawaskar Sathyanarayana, Kyunghan Lee, Dirk Grunwald, and Sangtae Ha. 2023. Converge: QoE-driven Multipath Video Conferencing over WebRTC. In Proceedings of the ACM SIGCOMM 2023 Conference. Association for Computing Machinery, New York, NY, USA, 637--653.

Digital Library

[21]

Elephants Dream. 2023. https://orange.blender.org/.

[22]

Anis Elgabli, Ke Liu, and Vaneet Aggarwal. 2018. Optimized preference-aware multi-path video streaming with scalable video coding. IEEE Transactions on Mobile Computing 19, 1 (2018), 159--172.

Digital Library

[23]

Simone Ferlin, Özgü Alay, Olivier Mehani, and Roksana Boreli. 2016. BLEST: Blocking estimation-based MPTCP scheduler for heterogeneous networks. In 2016 IFIP networking conference (IFIP networking) and workshops. IEEE, 431--439.

[24]

FFmpeg. 2023. https://www.ffmpeg.org/.

[25]

Alan Ford, Costin Raiciu, Mark J. Handley, and Olivier Bonaventure. 2013. TCP Extensions for Multipath Operation with Multiple Addresses. RFC 6824.

Digital Library

[26]

Alexander Frommgen, Tobias Erbshäußer, Alejandro Buchmann, Torsten Zimmermann, and Klaus Wehrle. 2016. ReMP TCP: Low latency multipath TCP. In 2016 IEEE international conference on communications (ICC). IEEE, 1--7.

[27]

Ehab Ghabashneh and Sanjay Rao. 2020. Exploring the interplay between CDN caching and video streaming performance. In IEEE INFOCOM 2020-IEEE Conference on Computer Communications. IEEE, 516--525.

Digital Library

[28]

Yushuo Guan, Yuanxing Zhang, Bingxuan Wang, Kaigui Bian, Xiaoliang Xiong, and Lingyang Song. 2020. PERM: Neural adaptive video streaming with multi-path transmission. In IEEE INFOCOM 2020-IEEE Conference on Computer Communications. IEEE, 1103--1112.

Digital Library

[29]

Yu Guan, Chengyuan Zheng, Xinggong Zhang, Zongming Guo, and Junchen Jiang. 2019. Pano: Optimizing 360° Video Streaming with a Better Understanding of Quality Perception. In Proceedings of the ACM Special Interest Group on Data Communication. Association for Computing Machinery, New York, NY, USA, 394--407.

Digital Library

[30]

Yihua Ethan Guo, Ashkan Nikravesh, Z. Morley Mao, Feng Qian, and Subhabrata Sen. 2017. Accelerating Multipath Transport Through Balanced Subflow Completion. In Proceedings of the 23rd Annual International Conference on Mobile Computing and Networking (Snowbird, Utah, USA) (MobiCom '17). Association for Computing Machinery, New York, NY, USA, 141--153.

Digital Library

[31]

Sangtae Ha, Injong Rhee, and Lisong Xu. 2008. CUBIC: a new TCP-friendly high-speed TCP variant. ACM SIGOPS operating systems review 42, 5 (2008), 64--74.

Digital Library

[32]

Bo Han, Feng Qian, Lusheng Ji, and Vijay Gopalakrishnan. 2016. MP-DASH: Adaptive Video Streaming Over Preference-Aware Multipath. In Proceedings of the 12th International on Conference on Emerging Networking EXperiments and Technologies (Irvine, California, USA) (CoNEXT '16). Association for Computing Machinery, New York, NY, USA, 129--143.

Digital Library

[33]

Tianchi Huang, Chao Zhou, Rui-Xiao Zhang, Chenglei Wu, and Lifeng Sun. 2022. Learning Tailored Adaptive Bitrate Algorithms to Heterogeneous Network Conditions: A Domain-Specific Priors and Meta-Reinforcement Learning Approach. IEEE Journal on Selected Areas in Communications 40, 8 (2022), 2485--2503.

[34]

Tianchi Huang, Chao Zhou, Rui-Xiao Zhang, Chenglei Wu, Xin Yao, and Lifeng Sun. 2020. Stick: A harmonious fusion of buffer-based and learning-based approach for adaptive streaming. In IEEE INFOCOM 2020-IEEE Conference on Computer Communications. IEEE, 1967--1976.

Digital Library

[35]

Te-Yuan Huang, Ramesh Johari, Nick McKeown, Matthew Trunnell, and Mark Watson. 2014. A Buffer-Based Approach to Rate Adaptation: Evidence from a Large Video Streaming Service. In Proceedings of the 2014 ACM Conference on SIGCOMM (Chicago, Illinois, USA) (SIGCOMM '14). Association for Computing Machinery, New York, NY, USA, 187--198.

Digital Library

[36]

Jana Iyengar and Martin Thomson. 2021. QUIC: A UDP-Based Multiplexed and Secure Transport. RFC 9000.

Digital Library

[37]

Junchen Jiang, Vyas Sekar, and Hui Zhang. 2012. Improving Fairness, Efficiency, and Stability in HTTP-Based Adaptive Video Streaming with FESTIVE. In Proceedings of the 8th International Conference on Emerging Networking Experiments and Technologies (Nice, France) (CoNEXT '12). Association for Computing Machinery, New York, NY, USA, 97--108.

Digital Library

[38]

Theo Karagkioules, Rufael Mekuria, Dirk Griffioen, and Arjen Wagenaar. 2020. Online Learning for Low-Latency Adaptive Streaming. In Proceedings of the 11th ACM Multimedia Systems Conference (Istanbul, Turkey) (MMSys '20). Association for Computing Machinery, New York, NY, USA, 315--320.

Digital Library

[39]

S. Shunmuga Krishnan and Ramesh K. Sitaraman. 2012. Video Stream Quality Impacts Viewer Behavior: Inferring Causality Using Quasi-Experimental Designs. In Proceedings of the 2012 Internet Measurement Conference (Boston, Massachusetts, USA) (IMC '12). Association for Computing Machinery, New York, NY, USA, 211--224.

Digital Library

[40]

Nicolas Kuhn, Emmanuel Lochin, Ahlem Mifdaoui, Golam Sarwar, Olivier Mehani, and Roksana Boreli. 2014. DAPS: Intelligent delay-aware packet scheduling for multipath transport. In 2014 IEEE international conference on communications (ICC). IEEE, 1222--1227.

[41]

Adam Langley, Alistair Riddoch, Alyssa Wilk, Antonio Vicente, Charles Krasic, Dan Zhang, Fan Yang, Fedor Kouranov, Ian Swett, Janardhan Iyengar, Jeff Bailey, Jeremy Dorfman, Jim Roskind, Joanna Kulik, Patrik Westin, Raman Tenneti, Robbie Shade, Ryan Hamilton, Victor Vasiliev, Wan-Teh Chang, and Zhongyi Shi. 2017. The QUIC Transport Protocol: Design and Internet-Scale Deployment. In Proceedings of the Conference of the ACM Special Interest Group on Data Communication (Los Angeles, CA, USA) (SIGCOMM '17). Association for Computing Machinery, New York, NY, USA, 183--196.

Digital Library

[42]

HyunJong Lee, Jason Flinn, and Basavaraj Tonshal. 2018. RAVEN: Improving Interactive Latency for the Connected Car. In Proceedings of the 24th Annual International Conference on Mobile Computing and Networking (New Delhi, India) (MobiCom '18). Association for Computing Machinery, New York, NY, USA, 557--572.

Digital Library

[43]

Li Li, Ke Xu, Tong Li, Kai Zheng, Chunyi Peng, Dan Wang, Xiangxiang Wang, Meng Shen, and Rashid Mijumbi. 2018. A Measurement Study on Multi-Path TCP with Multiple Cellular Carriers on High Speed Rails. In Proceedings of the 2018 Conference of the ACM Special Interest Group on Data Communication (Budapest, Hungary) (SIGCOMM '18). Association for Computing Machinery, New York, NY, USA, 161--175.

Digital Library

[44]

Zhi Li, Anne Aaron, Ioannis Katsavounidis, Anush Moorthy, Megha Manohara, et al. 2016. Toward a practical perceptual video quality metric. The Netflix Tech Blog 6, 2 (2016), 2.

[45]

May Lim, Mehmet N. Akcay, Abdelhak Bentaleb, Ali C. Begen, and Roger Zimmermann. 2020. When They Go High, We Go Low: Low-Latency Live Streaming in Dash.Js with LoL. In Proceedings of the 11th ACM Multimedia Systems Conference (Istanbul, Turkey) (MMSys '20). Association for Computing Machinery, New York, NY, USA, 321--326.

Digital Library

[46]

Yeon-sup Lim, Erich M. Nahum, Don Towsley, and Richard J. Gibbens. 2017. ECF: An MPTCP Path Scheduler to Manage Heterogeneous Paths. In Proceedings of the 13th International Conference on Emerging Networking EXperiments and Technologies (Incheon, Republic of Korea) (CoNEXT '17). Association for Computing Machinery, New York, NY, USA, 147--159.

Digital Library

[47]

Yu Liu, Bo Han, Feng Qian, Arvind Narayanan, and Zhi-Li Zhang. 2022. Vues: Practical Mobile Volumetric Video Streaming through Multiview Transcoding. In Proceedings of the 28th Annual International Conference on Mobile Computing And Networking (Sydney, NSW, Australia) (MobiCom '22). Association for Computing Machinery, New York, NY, USA, 514--527.

Digital Library

[48]

Yanmei Liu, Yunfei Ma, Quentin De Coninck, Olivier Bonaventure, Christian Huitema, and Mirja Kühlewind. 2023. Multipath Extension for QUIC. Internet-Draft draft-ietf-quic-multipath-05. Internet Engineering Task Force. https://datatracker.ietf.org/doc/draft-ietf-quic-multipath/05/ Work in Progress.

[49]

Yanmei Liu, Yunfei Ma, Christian Huitema, Qing An, and Zhenyu Li. 2021. Multipath Extension for QUIC. Internet-Draft draftliu-multipath-quic-04. Internet Engineering Task Force. https://datatracker.ietf.org/doc/draft-liu-multipath-quic/04/ Work in Progress.

[50]

Gerui Lv, Qinghua Wu, Weiran Wang, Zhenyu Li, and Gaogang Xie. 2022. Lumos: towards Better Video Streaming QoE through Accurate Throughput Prediction. In IEEE INFOCOM 2022 - IEEE Conference on Computer Communications. IEEE, 650--659.

Digital Library

[51]

Hongzi Mao, Shannon Chen, Drew Dimmery, Shaun Singh, Drew Blaisdell, Yuandong Tian, Mohammad Alizadeh, and Eytan Bakshy. 2019. Real-world video adaptation with reinforcement learning. In ICML 2019 Workshop RL4RealLife.

[52]

Hongzi Mao, Ravi Netravali, and Mohammad Alizadeh. 2017. Neural Adaptive Video Streaming with Pensieve. In Proceedings of the Conference of the ACM Special Interest Group on Data Communication (Los Angeles, CA, USA) (SIGCOMM '17). Association for Computing Machinery, New York, NY, USA, 197--210.

Digital Library

[53]

Streaming Media. 2014. Hulu: 'DASH Is Definitely the Future for Us'. https://www.streamingmedia.com/Articles/Editorial/Featured-Articles/Hulu-DASH-Is-Definitely-the-Future-for-Us-97468.aspx.

[54]

Zili Meng, Yaning Guo, Chen Sun, Bo Wang, Justine Sherry, Hongqiang Harry Liu, and Mingwei Xu. 2022. Achieving Consistent Low Latency for Wireless Real-Time Communications with the Shortest Control Loop. In Proceedings of the ACM SIGCOMM 2022 Conference (Amsterdam, Netherlands) (SIGCOMM '22). Association for Computing Machinery, New York, NY, USA, 193--206.

Digital Library

[55]

mpshell. 2023. https://github.com/ravinet/mahimahi/tree/old/mpshell_scripted.

[56]

Yun Seong Nam, Jianfei Gao, Chandan Bothra, Ehab Ghabashneh, Sanjay Rao, Bruno Ribeiro, Jibin Zhan, and Hui Zhang. 2022. Xatu: Richer Neural Network Based Prediction for Video Streaming. SIGMETRICS Perform. Eval. Rev. 50, 1 (jun 2022), 9--10.

Digital Library

[57]

Arvind Narayanan, Xumiao Zhang, Ruiyang Zhu, Ahmad Hassan, Shuowei Jin, Xiao Zhu, Xiaoxuan Zhang, Denis Rybkin, Zhengxuan Yang, Zhuoqing Morley Mao, Feng Qian, and Zhi-Li Zhang. 2021. A Variegated Look at 5G in the Wild: Performance, Power, and QoE Implications. In Proceedings of the 2021 ACM SIGCOMM 2021 Conference (Virtual Event, USA) (SIGCOMM '21). Association for Computing Machinery, New York, NY, USA, 610--625.

Digital Library

[58]

Ravi Netravali, Anirudh Sivaraman, Somak Das, Ameesh Goyal, Keith Winstein, James Mickens, and Hari Balakrishnan. 2015. Mahimahi: Accurate Record-and-Replay for HTTP. In 2015 USENIX Annual Technical Conference (USENIX ATC 15). USENIX Association, Santa Clara, CA, 417--429. https://www.usenix.org/conference/atc15/technical-session/presentation/netravali

Digital Library

[59]

Yunzhe Ni, Zhilong Zheng, Xianshang Lin, Fengyu Gao, Xuan Zeng, Yirui Liu, Tao Xu, Hua Wang, Zhidong Zhang, Senlang Du, et al. 2023. CellFusion: Multipath Vehicle-to-Cloud Video Streaming with Network Coding in the Wild. In Proceedings of the ACM SIGCOMM 2023 Conference. Association for Computing Machinery, New York, NY, USA, 668--683.

Digital Library

[60]

Ashkan Nikravesh, Yihua Guo, Feng Qian, Z. Morley Mao, and Subhabrata Sen. 2016. An In-Depth Understanding of Multipath TCP on Mobile Devices: Measurement and System Design. In Proceedings of the 22nd Annual International Conference on Mobile Computing and Networking (New York City, New York) (MobiCom '16). Association for Computing Machinery, New York, NY, USA, 189--201.

Digital Library

[61]

Ashkan Nikravesh, Yihua Guo, Xiao Zhu, Feng Qian, and Z. Morley Mao. 2019. MP-H2: A Client-Only Multipath Solution for HTTP/2. In The 25th Annual International Conference on Mobile Computing and Networking (Los Cabos, Mexico) (MobiCom '19). Association for Computing Machinery, New York, NY, USA, Article 10, 16 pages.

Digital Library

[62]

Feng Qian, Bo Han, Qingyang Xiao, and Vijay Gopalakrishnan. 2018. Flare: Practical Viewport-Adaptive 360-Degree Video Streaming for Mobile Devices. In Proceedings of the 24th Annual International Conference on Mobile Computing and Networking (New Delhi, India) (MobiCom '18). Association for Computing Machinery, New York, NY, USA, 99--114.

Digital Library

[63]

Yanyuan Qin, Shuai Hao, K. R. Pattipati, Feng Qian, Subhabrata Sen, Bing Wang, and Chaoqun Yue. 2018. ABR Streaming of VBR-Encoded Videos: Characterization, Challenges, and Solutions. In Proceedings of the 14th International Conference on Emerging Networking EXperiments and Technologies (Heraklion, Greece) (CoNEXT '18). Association for Computing Machinery, New York, NY, USA, 366--378.

Digital Library

[64]

Alexander Raake, Marie-Neige Garcia, Werner Robitza, Peter List, Steve Göring, and Bernhard Feiten. 2017. A bitstream-based, scalable video-quality model for HTTP adaptive streaming: ITU-T P.1203.1. In Ninth International Conference on Quality of Multimedia Experience (QoMEX). IEEE, Erfurt, 1--6.

[65]

Costin Raiciu, Mark J. Handley, and Damon Wischik. 2011. Coupled Congestion Control for Multipath Transport Protocols. RFC 6356.

Digital Library

[66]

Costin Raiciu, Christoph Paasch, Sebastien Barre, Alan Ford, Michio Honda, Fabien Duchene, Olivier Bonaventure, and Mark Handley. 2012. How Hard Can It Be? Designing and Implementing a Deployable Multipath TCP. In 9th USENIX Symposium on Networked Systems Design and Implementation (NSDI 12). USENIX Association, San Jose, CA, 399--412. https://www.usenix.org/conference/nsdi12/technical-sessions/presentation/raiciu

Digital Library

[67]

Rakesh Rao Ramachandra Rao, Steve Göring, Peter List, Werner Robitza, Bernhard Feiten, Ulf Wüstenhagen, and Alexander Raake. 2020. Bitstream-Based Model Standard for 4K/UHD: ITU-T P.1204.3 --- Model Details, Evaluation, Analysis and Open Source Implementation. In 2020 Twelfth International Conference on Quality of Multimedia Experience (QoMEX). 1--6.

[68]

YouTube recommended upload encoding settings. 2023. https://support.google.com/youtube/answer/1722171.

[69]

Dash-Industry-Forum/dash.js: A reference client implementation for the playback of MPEG DASH via Javascript and compliant browsers. 2023. https://github.com/Dash-Industry-Forum/dash.js/.

[70]

Swetank Kumar Saha, Shivang Aggarwal, Rohan Pathak, Dimitrios Koutsonikolas, and Joerg Widmer. 2019. MuSher: An Agile Multipath-TCP Scheduler for Dual-Band 802.11ad/Ac Wireless LANs. In The 25th Annual International Conference on Mobile Computing and Networking (Los Cabos, Mexico) (MobiCom '19). Association for Computing Machinery, New York, NY, USA, Article 34, 16 pages.

Digital Library

[71]

SANDVINE. 2023. 2023 Global Internet Phenomena Report. https://www.sandvine.com/global-internet-phenomena-report-2023.

[72]

Golam Sarwar, Roksana Boreli, Emmanuel Lochin, Ahlem Mifdaoui, and Guillaume Smith. 2013. Mitigating receiver's buffer blocking by delay aware packet scheduling in multipath data transfer. In 2013 27th international conference on advanced information networking and applications workshops. IEEE, 1119--1124.

Digital Library

[73]

The Tengine Web Server. 2023. https://tengine.taobao.org/.

[74]

Hang Shi, Yong Cui, Xin Wang, Yuming Hu, Minglong Dai, Fanzhao Wang, and Kai Zheng. 2018. STMS: Improving MPTCP Throughput Under Heterogeneous Networks. In 2018 USENIX Annual Technical Conference (USENIX ATC 18). USENIX Association, Boston, MA, 719--730. https://www.usenix.org/conference/atc18/presentation/shi

[75]

Sintel. 2023. https://durian.blender.org/.

[76]

Kevin Spiteri, Ramesh Sitaraman, and Daniel Sparacio. 2018. From Theory to Practice: Improving Bitrate Adaptation in the DASH Reference Player. In Proceedings of the 9th ACM Multimedia Systems Conference (Amsterdam, Netherlands) (MMSys '18). Association for Computing Machinery, New York, NY, USA, 123--137.

Digital Library

[77]

Kevin Spiteri, Rahul Urgaonkar, and Ramesh K Sitaraman. 2016. BOLA: Near-optimal bitrate adaptation for online videos. In IEEE INFOCOM 2016-The 35th Annual IEEE International Conference on Computer Communications. IEEE, 1--9.

Digital Library

[78]

Liyang Sun, Tongyu Zong, Yong Liu, Yao Wang, and Haihong Zhu. 2019. Optimal strategies for live video streaming in the low-latency regime. In 2019 IEEE 27th International Conference on Network Protocols (ICNP). IEEE, 1--4.

[79]

Yi Sun, Xiaoqi Yin, Junchen Jiang, Vyas Sekar, Fuyuan Lin, Nanshu Wang, Tao Liu, and Bruno Sinopoli. 2016. CS2P: Improving Video Bitrate Selection and Adaptation with Data-Driven Throughput Prediction. In Proceedings of the 2016 ACM SIGCOMM Conference (Florianopolis, Brazil) (SIGCOMM '16). Association for Computing Machinery, New York, NY, USA, 272--285.

Digital Library

[80]

Christian Timmerer, Matteo Maiero, and Benjamin Rainer. 2016. Which Adaptation Logic? An Objective and Subjective Performance Evaluation of HTTP-based Adaptive Media Streaming Systems. arXiv:1606.00341 [cs.MM]

[81]

Jeroen van der Hooft, Tim Wauters, Filip De Turck, Christian Timmerer, and Hermann Hellwagner. 2019. Towards 6DoF HTTP Adaptive Streaming Through Point Cloud Compression. In Proceedings of the 27th ACM International Conference on Multimedia (Nice, France) (MM '19). Association for Computing Machinery, New York, NY, USA, 2405--2413.

Digital Library

[82]

Santiago Vargas, Rebecca Drucker, Aiswarya Renganathan, Aruna Balasubramanian, and Anshul Gandhi. 2021. BBR Bufferbloat in DASH Video. In Proceedings of the Web Conference 2021 (Ljubljana, Slovenia) (WWW '21). Association for Computing Machinery, New York, NY, USA, 329--341.

Digital Library

[83]

Tobias Viernickel, Alexander Froemmgen, Amr Rizk, Boris Koldehofe, and Ralf Steinmetz. 2018. Multipath QUIC: A deployable multipath transport protocol. In 2018 IEEE International Conference on Communications (ICC). IEEE, 1--7.

[84]

Shibo Wang, Shusen Yang, Hailiang Li, Xiaodan Zhang, Chen Zhou, Chenren Xu, Feng Qian, Nanbin Wang, and Zongben Xu. 2022. SalientVR: Saliency-Driven Mobile 360-Degree Video Streaming with Gaze Information. In Proceedings of the 28th Annual International Conference on Mobile Computing And Networking (Sydney, NSW, Australia) (MobiCom '22). Association for Computing Machinery, New York, NY, USA, 542--555.

Digital Library

[85]

Zhou Wang, Alan C Bovik, Hamid R Sheikh, and Eero P Simoncelli. 2004. Image quality assessment: from error visibility to structural similarity. IEEE transactions on image processing 13, 4 (2004), 600--612.

Digital Library

[86]

Keith Winstein, Anirudh Sivaraman, and Hari Balakrishnan. 2013. Stochastic Forecasts Achieve High Throughput and Low Delay over Cellular Networks. In 10th USENIX Symposium on Networked Systems Design and Implementation (NSDI 13). USENIX Association, Lombard, IL, 459--471. https://www.usenix.org/conference/nsdi13/technical-sessions/presentation/winstein

[87]

Hongjia Wu, Özgü Alay, Anna Brunstrom, Simone Ferlin, and Giuseppe Caso. 2020. Peekaboo: Learning-based multipath scheduling for dynamic heterogeneous environments. IEEE Journal on Selected Areas in Communications 38, 10 (2020), 2295--2310.

[88]

Jiyan Wu, Chau Yuen, Bo Cheng, Ming Wang, and Junliang Chen. 2015. Streaming high-quality mobile video with multipath TCP in heterogeneous wireless networks. IEEE Transactions on Mobile Computing 15, 9 (2015), 2345--2361.

Digital Library

[89]

Xiufeng Xie, Xinyu Zhang, Swarun Kumar, and Li Erran Li. 2016. PiStream: Physical Layer Informed Adaptive Video Streaming Over LTE. GetMobile: Mobile Comp. and Comm. 20, 2, 31--34.

Digital Library

[90]

Francis Y. Yan, Hudson Ayers, Chenzhi Zhu, Sadjad Fouladi, James Hong, Keyi Zhang, Philip Levis, and Keith Winstein. 2020. Learning in situ: a randomized experiment in video streaming. In 17th USENIX Symposium on Networked Systems Design and Implementation (NSDI 20). USENIX Association, Santa Clara, CA, 495--511. https://www.usenix.org/conference/nsdi20/presentation/yan

[91]

Fan Yang, Qi Wang, and Paul D Amer. 2014. Out-of-order transmission for in-order arrival scheduling for multipath TCP. In 2014 28th international conference on advanced information networking and applications workshops. IEEE, 749--752.

Digital Library

[92]

Wang Yang, Jing Cao, and Fan Wu. 2021. Adaptive Video Streaming with Scalable Video Coding using Multipath QUIC. In 2021 IEEE International Performance, Computing, and Communications Conference (IPCCC). IEEE, 1--7.

[93]

yangqingyuan/TekiXquic. 2023. https://github.com/yangqingyuan/TekiXquic.

[94]

Hyunho Yeo, Chan Ju Chong, Youngmok Jung, Juncheol Ye, and Dongsu Han. 2020. NEMO: Enabling Neural-Enhanced Video Streaming on Commodity Mobile Devices. In Proceedings of the 26th Annual International Conference on Mobile Computing and Networking (London, United Kingdom) (MobiCom '20). Association for Computing Machinery, New York, NY, USA, Article 28, 14 pages.

Digital Library

[95]

Xiaoqi Yin, Abhishek Jindal, Vyas Sekar, and Bruno Sinopoli. 2015. A Control-Theoretic Approach for Dynamic Adaptive Video Streaming over HTTP. In Proceedings of the 2015 ACM Conference on Special Interest Group on Data Communication (London, United Kingdom) (SIGCOMM '15). Association for Computing Machinery, New York, NY, USA, 325--338.

Digital Library

[96]

Huanhuan Zhang, Anfu Zhou, Yuhan Hu, Chaoyue Li, Guangping Wang, Xinyu Zhang, Huadong Ma, Leilei Wu, Aiyun Chen, and Changhui Wu. 2021. Loki: Improving Long Tail Performance of Learning-Based Real-Time Video Adaptation by Fusing Rule-Based Models. In Proceedings of the 27th Annual International Conference on Mobile Computing and Networking (New Orleans, Louisiana) (MobiCom '21). Association for Computing Machinery, New York, NY, USA, 775--788.

Digital Library

[97]

Jia Zhao, Jiangchuan Liu, Cong Zhang, Yong Cui, Yong Jiang, and Wei Gong. 2020. MPTCP+: Enhancing Adaptive HTTP Video Streaming over Multipath. In 2020 IEEE/ACM 28th International Symposium on Quality of Service (IWQoS). IEEE, 1--6.

[98]

Zhilong Zheng, Yunfei Ma, Yanmei Liu, Furong Yang, Zhenyu Li, Yuanbo Zhang, Jiuhai Zhang, Wei Shi, Wentao Chen, Ding Li, Qing An, Hai Hong, Hongqiang Harry Liu, and Ming Zhang. 2021. XLINK: QoE-Driven Multi-Path QUIC Transport in Large-Scale Video Services. In Proceedings of the 2021 ACM SIGCOMM 2021 Conference (Virtual Event, USA) (SIGCOMM '21). Association for Computing Machinery, New York, NY, USA, 418--432.

Digital Library

[99]

Anfu Zhou, Huanhuan Zhang, Guangyuan Su, Leilei Wu, Ruoxuan Ma, Zhen Meng, Xinyu Zhang, Xiufeng Xie, Huadong Ma, and Xiaojiang Chen. 2019. Learning to Coordinate Video Codec with Transport Protocol for Mobile Video Telephony. In The 25th Annual International Conference on Mobile Computing and Networking (Los Cabos, Mexico) (MobiCom '19). Association for Computing Machinery, New York, NY, USA, Article 29, 16 pages.

Digital Library

[100]

Xuan Kelvin Zou, Jeffrey Erman, Vijay Gopalakrishnan, Emir Halepovic, Rittwik Jana, Xin Jin, Jennifer Rexford, and Rakesh K. Sinha. 2015. Can Accurate Predictions Improve Video Streaming in Cellular Networks?. In Proceedings of the 16th International Workshop on Mobile Computing Systems and Applications (Santa Fe, New Mexico, USA) (HotMobile '15). Association for Computing Machinery, New York, NY, USA, 57--62.

Digital Library

[101]

Xutong Zuo, Yong Cui, Xin Wang, and Jiayu Yang. 2022. Deadline-aware Multipath Transmission for Streaming Blocks. In IEEE IN-FOCOM 2022-IEEE Conference on Computer Communications. IEEE, 2178--2187.

Cited By

Xu HZhang XDuan JWu CZuo JZeng XChen CQiu YChen X(2024)MPVSched: Multipath Transmissions and Video Frame Scheduling for Content Delivery Networks2024 International Conference on Networking, Architecture and Storage (NAS)10.1109/NAS63802.2024.10781355(1-4)Online publication date: 9-Nov-2024
https://doi.org/10.1109/NAS63802.2024.10781355

Index Terms

Chorus: Coordinating Mobile Multipath Scheduling and Adaptive Video Streaming
1. Networks
  1. Network protocols
    1. Cross-layer protocols
  2. Network types
    1. Mobile networks

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cover image ACM Conferences

ACM MobiCom '24: Proceedings of the 30th Annual International Conference on Mobile Computing and Networking

December 2024

2476 pages

ISBN:9798400704895

DOI:10.1145/3636534

Chair:
Weisong Shi,
Program Chairs:
Deepak Ganesan,
Nicholas Lane

This work is licensed under a Creative Commons Attribution International 4.0 License.

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SIGMOBILE: ACM Special Interest Group on Mobility of Systems, Users, Data and Computing

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Published: 29 May 2024

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ACM MobiCom '24: 30th Annual International Conference on Mobile Computing and Networking

November 18 - 22, 2024

DC, Washington D.C., USA

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Xu HZhang XDuan JWu CZuo JZeng XChen CQiu YChen X(2024)MPVSched: Multipath Transmissions and Video Frame Scheduling for Content Delivery Networks2024 International Conference on Networking, Architecture and Storage (NAS)10.1109/NAS63802.2024.10781355(1-4)Online publication date: 9-Nov-2024
https://doi.org/10.1109/NAS63802.2024.10781355

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