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

• DeepPilot4Pose: a fast pose localisation for MAV indoor flight using the OAK-D camera

• 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

• 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

• 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

• 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

• 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

• 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

• Google Coral-based edge computing person reidentification using human parsing combined with analytical method

• A Review and a Taxonomy of Edge Machine Learning: Requirements, Paradigms, and Techniques

• 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

• 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

• A survey of AI accelerators for edge environment

• 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 ps. 文章清單排序無任何意義，僅依收錄順序，這裡僅收錄可下載原文之項目，其餘請自行搜尋。

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