Supervised Compression for Resource-Constrained Edge Computing Systems

21 August 2021

Papers citing "Supervised Compression for Resource-Constrained Edge Computing Systems"

24 / 24 papers shown

Title
Lossy Neural Compression for Geospatial Analytics: A Review Carlos Gomes Isabelle Wittmann Damien Robert Johannes Jakubik Tim Reichelt ... Romeo Kienzler Rania Briq Sabrina Benassou Michele Lazzarini C. Albrecht 90 2 0 03 Mar 2025
Optimizing Edge AI: A Comprehensive Survey on Data, Model, and System Strategies Xubin Wang Weijia Jia 36 0 0 08 Jan 2025
On the Impact of White-box Deployment Strategies for Edge AI on Latency and Model Performance Jaskirat Singh Bram Adams Ahmed E. Hassan VLM 43 0 0 01 Nov 2024
Bridging Compressed Image Latents and Multimodal Large Language Models Chia-Hao Kao Cheng Chien Yu-Jen Tseng Yi-Hsin Chen Alessandro Gnutti Shao-Yuan Lo Wen-Hsiao Peng Riccardo Leonardi 42 0 0 29 Jul 2024
Distributed Semantic Segmentation with Efficient Joint Source and Task Decoding Danish Nazir Timo Bartels Jan Piewek Thorsten Bagdonat Tim Fingscheidt 35 0 0 15 Jul 2024
On the Impact of Black-box Deployment Strategies for Edge AI on Latency and Model Performance Jaskirat Singh Emad Fallahzadeh Bram Adams Ahmed E. Hassan MQ 32 3 0 25 Mar 2024
FOOL: Addressing the Downlink Bottleneck in Satellite Computing with Neural Feature Compression Alireza Furutanpey Qiyang Zhang Philipp Raith Tobias Pfandzelter Shangguang Wang Schahram Dustdar 90 4 0 25 Mar 2024
Resilience of Entropy Model in Distributed Neural Networks Milin Zhang Mohammad Abdi Shahriar Rifat Francesco Restuccia AAML 27 0 0 01 Mar 2024
Generative Visual Compression: A Review Bo Chen Shanzhi Yin Peilin Chen Shiqi Wang Yan Ye 32 8 0 03 Feb 2024
Progressive Neural Compression for Adaptive Image Offloading under Timing Constraints Ruiqi Wang Hanyang Liu Jiaming Qiu Moran Xu Roch Guérin Chenyang Lu 11 3 0 08 Oct 2023
Learned Point Cloud Compression for Classification Mateen Ulhaq Ivan V. Bajić 17 8 0 11 Aug 2023
Slimmable Encoders for Flexible Split DNNs in Bandwidth and Resource Constrained IoT Systems Juliano S. Assine José Cândido Silveira Santos Filho Eduardo Valle Marco Levorato 19 2 0 22 Jun 2023
FrankenSplit: Efficient Neural Feature Compression with Shallow Variational Bottleneck Injection for Mobile Edge Computing Alireza Furutanpey Philipp Raith Schahram Dustdar 73 7 0 21 Feb 2023
Improving Statistical Fidelity for Neural Image Compression with Implicit Local Likelihood Models Matthew Muckley Alaaeldin El-Nouby Karen Ullrich Hervé Jégou Jakob Verbeek 19 45 0 26 Jan 2023
I-SPLIT: Deep Network Interpretability for Split Computing Federico Cunico Luigi Capogrosso Francesco Setti D. Carra Franco Fummi Marco Cristani 27 14 0 23 Sep 2022
C3-SL: Circular Convolution-Based Batch-Wise Compression for Communication-Efficient Split Learning Cheng-Yen Hsieh Yu-Chuan Chuang An-Yeu A. Wu 21 7 0 25 Jul 2022
Beyond Transmitting Bits: Context, Semantics, and Task-Oriented Communications Deniz Gunduz Zhijin Qin Iñaki Estella Aguerri Harpreet S. Dhillon Zhaohui Yang Aylin Yener Kai‐Kit Wong C. Chae 27 432 0 19 Jul 2022
Fault-Tolerant Collaborative Inference through the Edge-PRUNE Framework Jani Boutellier Bo Tan J. Nurmi 16 2 0 16 Jun 2022
Feature Compression for Rate Constrained Object Detection on the Edge Zhongzheng Yuan Samyak Rawlekar S. Garg E. Erkip Yao Wang 10 12 0 15 Apr 2022
SC2 Benchmark: Supervised Compression for Split Computing Yoshitomo Matsubara Ruihan Yang Marco Levorato Stephan Mandt 14 18 0 16 Mar 2022
An Introduction to Neural Data Compression Yibo Yang Stephan Mandt Lucas Theis 22 115 0 14 Feb 2022
BottleFit: Learning Compressed Representations in Deep Neural Networks for Effective and Efficient Split Computing Yoshitomo Matsubara Davide Callegaro Sameer Singh Marco Levorato Francesco Restuccia 19 41 0 07 Jan 2022
Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges Yoshitomo Matsubara Marco Levorato Francesco Restuccia 22 199 0 08 Mar 2021
End-to-end Learning of Compressible Features Saurabh Singh Sami Abu-El-Haija Nick Johnston Johannes Ballé Abhinav Shrivastava G. Toderici SSL 94 71 0 23 Jul 2020