Cover Image

Task-Oriented Real-time Visual Inference for IoVT Systems: A Co-design Framework of Neural Networks and Edge Deployment

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wu, Jiaqi, Chen, Simin, Wang, Zehua, Chen, Wei, Tian, Zijian, Yu, F. Richard, Leung, Victor C. M.
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

CLIP-Optimized Multimodal Image Enhancement via ISP-CNN Fusion for Coal Mine IoVT under Uneven Illumination
by: Wang, Shuai, et al.
Published: (2025)

Efficient Detection Framework Adaptation for Edge Computing: A Plug-and-play Neural Network Toolbox Enabling Edge Deployment
by: Wu, Jiaqi, et al.
Published: (2024)

A Survey on Cloud-Edge-Terminal Collaborative Intelligence in AIoT Networks
by: Wu, Jiaqi, et al.
Published: (2025)

Graph Neural Networks Automated Design and Deployment on Device-Edge Co-Inference Systems
by: Zhou, Ao, et al.
Published: (2024)

FedRE: A Representation Entanglement Framework for Model-Heterogeneous Federated Learning
by: Yao, Yuan, et al.
Published: (2025)

Distributed Electromagnetic Neural Networks for Task-Oriented Semantic Communications
by: Li, Jinbao, et al.
Published: (2026)

FedDTPT: Federated Discrete and Transferable Prompt Tuning for Black-Box Large Language Models
by: Wu, Jiaqi, et al.
Published: (2024)

Task-Oriented Feature Compression for Multimodal Understanding via Device-Edge Co-Inference
by: Yuan, Cheng, et al.
Published: (2025)

Task-Oriented Communication for Human Action Understanding via Edge-Cloud Co-Inference
by: Liu, Jingyi, et al.
Published: (2026)

A Goal-Oriented Networking Approach for Intelligent IoT Service Deployment
by: Tonini, Federico, et al.
Published: (2026)

Neuro-Inspired Task Offloading in Edge-IoT Networks Using Spiking Neural Networks
by: Rossi, Fabio Diniz
Published: (2025)

Distributed Task-Oriented Communication Networks with Multimodal Semantic Relay and Edge Intelligence
by: Guo, Jie, et al.
Published: (2024)

Real-time Sub-milliwatt Epilepsy Detection Implemented on a Spiking Neural Network Edge Inference Processor
by: Lia, Ruixin, et al.
Published: (2024)

Toward Real-Time Edge AI: Model-Agnostic Task-Oriented Communication with Visual Feature Alignment
by: Xie, Songjie, et al.
Published: (2024)

Multi-Rate Task-Oriented Communication for Multi-Edge Cooperative Inference
by: Kim, Dongwon, et al.
Published: (2025)

Task-Oriented Computation Offloading for Edge Inference: An Integrated Bayesian Optimization and Deep Reinforcement Learning Framework
by: Li, Xian, et al.
Published: (2025)

Task-Oriented Semantic Compression for Localization at the Network Edge
by: Fang, Zhengru, et al.
Published: (2025)

TorR: Towards Brain-Inspired Task-Oriented Reasoning via Cache-Oriented Algorithm-Architecture Co-design
by: Oh, Hyunwoo, et al.
Published: (2026)

Quantitative Analysis of Audio-Visual Tasks: An Information-Theoretic Perspective
by: Chen, Chen, et al.
Published: (2024)

Edge Large AI Models: Collaborative Deployment and IoT Applications
by: Wang, Zixin, et al.
Published: (2025)

Systems-Level Attack Surface of Edge Agent Deployments on IoT
by: Zhan, Zhonghao, et al.
Published: (2026)

Graph Neural Networks for Causal Inference Under Network Confounding
by: Leung, Michael P., et al.
Published: (2022)

SVOM/VT: Real-Time Onboard Data Processing
by: Cai, Hong-Bo, et al.
Published: (2026)

Fast and Private Inference of Deep Neural Networks by Co-designing Activation Functions
by: Diaa, Abdulrahman, et al.
Published: (2023)

Task-Oriented Edge-Assisted Cross-System Design for Real-Time Human-Robot Interaction in Industrial Metaverse
by: Chen, Kan, et al.
Published: (2025)

Transferable Deployment of Semantic Edge Inference Systems via Unsupervised Domain Adaption
by: Jiao, Weiqiang, et al.
Published: (2025)

Joint Edge Server Deployment and Computation Offloading: A Multi-Timescale Stochastic Programming Framework
by: Liu, Huaizhe, et al.
Published: (2025)

Preemption Aware Task Scheduling for Priority and Deadline Constrained DNN Inference Task Offloading in Homogeneous Mobile-Edge Networks
by: Cotter, Jamie, et al.
Published: (2025)

SVOM/VT: On-ground processing of VT-VHF data
by: Wu, Chao, et al.
Published: (2026)

Task-Oriented Communication for Edge Video Analytics
by: Shao, Jiawei, et al.
Published: (2022)

No Soundness in the Real World: On the Challenges of the Verification of Deployed Neural Networks
by: Szász, Attila, et al.
Published: (2025)

EdgeSpike: Spiking Neural Networks for Low-Power Autonomous Sensing in Edge IoT Architectures
by: Lundstrom-Imanov, Gustav Olaf Yunus Laitinen-Fredriksson, et al.
Published: (2026)

FPGA Deployment of LFADS for Real-time Neuroscience Experiments
by: Liu, Xiaohan, et al.
Published: (2024)

Efficient Edge AI: Deploying Convolutional Neural Networks on FPGA with the Gemmini Accelerator
by: Peccia, Federico Nicolas, et al.
Published: (2024)

Accelerating Edge Inference for Distributed MoE Models with Latency-Optimized Expert Placement
by: Wu, Tian, et al.
Published: (2025)

Decentralized Rank Scheduling for Energy-Constrained Multi-Task Federated Fine-Tuning in Edge-Assisted IoV Networks
by: Zheng, Bokeng, et al.
Published: (2025)

Towards Task-Oriented Flying: Framework, Infrastructure, and Principles
by: Huang, Kangyao, et al.
Published: (2025)

Real-Time Frame- and Event-based Object Detection with Spiking Neural Networks on Edge Neuromorphic Hardware: Design, Deployment and Benchmark
by: Gamage, Udayanga G. W. K. N., et al.
Published: (2026)

Energy-Efficient Vision Transformer Inference for Edge-AI Deployment
by: Amanzhol, Nursultan, et al.
Published: (2025)

RL-based Adaptive Task Offloading in Mobile-Edge Computing for Future IoT Networks
by: Abbasi, Ziad Qais Al, et al.
Published: (2025)