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Edge AI相關學術論文
這裡主要搜集單板微電腦(SBC)、行動裝置或小型工業電腦等級的機器學習、人工智慧、深度學習等相關研究及論文。而單晶片（MCU）等級之相關研究及論文請參考另一篇「tinyML相關學術論文」。
註：相關論文連結不一定有提供PDF可供下載，或者必須有學術網路帳號才能下載，請自行點擊查閱。以下論文清單依發表時間(相同月份）由新到舊月份排序。
最後更新日期 : 2022/2/25
Intel OpenVINO相關
Feb. 2023
Jan. 2023
- Autonomous Satellite Wildfire Detection Using Hyperspectral Imagery and Neural Networks: A Case Study on Australian Wildfire
- Light-weight segmentation network based on SOLOv2 for weld seam feature extraction
2022
- Anomalib: A Deep Learning Library for Anomaly Detection
- CDSFusion: Dense Semantic SLAM for Indoor Environment Using CPU Computing
- Automated License Plate Recognition for Resource-Constrained Environments
- Free Bits: Platform-Aware Latency Optimization of Mixed-Precision Neural Networks for Edge Deployment
2021
- LIGAR: Lightweight General-purpose Action Recognition
- Towards Efficient and Data Agnostic Image Classification Training Pipeline for Embedded Systems
- DeepFreeze: Cold Boot Attacks and High Fidelity Model Recovery on Commercial EdgeML Device
- YOLOX: Exceeding YOLO Series in 2021
- Does Form Follow Function? An Empirical Exploration of the Impact of Deep Neural Network Architecture Design on Hardware-Specific Acceleration
- Open Images V5 Text Annotation and Yet Another Mask Text Spotter
- Post-training deep neural network pruning via layer-wise calibration
- SparseDNN: Fast Sparse Deep Learning Inference on CPUs
- Portability and Acceleration of Deep Learning Inferences to Detect Rapid Earthquake Damage From VHR Remote Sensing Images Using Intel OpenVINO Toolkit
- Automated Smart Traffic Junction Overhead Pole Camera Analytics with Deep Neural Network
- Tactics Overview for Implementing High-Performance Computing on Embedded Platforms
- Computer Vision-Based Assistance System for the Visually Impaired Using Mobile Edge Artificial Intelligence
2020
- DXSLAM: A Robust and Efficient Visual SLAM System with Deep Features
- ASL Recognition with Metric-Learning based Lightweight Network
- Neural Network Compression Framework for fast model inference
- Training Progressively Binarizing Deep Networks Using FPGAs
- OpenVINO Deep Learning Workbench: Towards Analytical Platform for Neural Networks Inference Optimization
- DL-inferencing for 3D Cephalometric Landmarks Regression task using OpenVINO
- Face reidentification system to track factory visitors using OpenVINO
- ANTA: Accelerated Network Traffic Analytics
- InnovFaceNet: Deep Face Recognition for Industrial Environments
2019
- NTP : A Neural Network Topology Profiler
- OpenVINO Deep Learning Workbench: Comprehensive Analysis and Tuning of Neural Networks Inference
- Recognition of various objects from a certain categorical set in real time using deep convolutional neural networks
- Hand Gesture Recognition Using Movidius Neural Compute Stick
- LFFD: A Light and Fast Face Detector for Edge Devices
2018
- Real-time 2D Multi-Person Pose Estimation on CPU: Lightweight OpenPose
- Development of Real-time ADAS Object Detector for Deployment on CPU
- Optimizing CNN Model Inference on CPUs
Nvidia Jetson相關
Google Coral相關
Jan. 2023
其它
2023
2022
- A Comprehensive Study of Real-Time Object Detection Networks Across Multiple Domains: A Survey
- Edge-Oriented Computing: A Survey on Research and Use Cases
- DARKSIDE: A Heterogeneous RISC-V Compute Cluster for Extreme-Edge On-Chip DNN Inference and Training
2021
- A Survey on Federated Learning and its Applications for Accelerating Industrial Internet of Things
- Fusion of Federated Learning and Industrial Internet of Things: A Survey
2020
2019
- Impact of Inference Accelerators on hardware selection
- Machine Learning at the Network Edge: A Survey
- Edge Intelligence and Internet of Things in Healthcare: A Survey
資料來源：Google學術搜尋、arXiv、ResearchGate等
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