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Search results for deep learning edge computing

deep-learning x

edge-computing x

80 search results found

Awesome System For Machine Learning ⭐ 2,244

A curated list of research in machine learning systems (MLSys). Paper notes are also provided.

Utensor ⭐ 1,607

TinyML AI inference library

Berrynet ⭐ 1,563

Deep learning gateway on Raspberry Pi and other edge devices

Edgeml ⭐ 1,537

This repository provides code for machine learning algorithms for edge devices developed at Microsoft Research India.

Deepcamera ⭐ 1,506

Open-Source AI Camera. Empower any camera/CCTV with state-of-the-art AI, including facial recognition, person recognition(RE-ID) car detection, fall detection and more

Awesome Federated Machine Learning ⭐ 1,425

Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond

Frugally Deep ⭐ 1,017

Header-only library for using Keras (TensorFlow) models in C++.

Fastmot ⭐ 786

High-performance multiple object tracking based on YOLO, Deep SORT, and KLT 🚀

Tinyengine ⭐ 614

[NeurIPS 2020] MCUNet: Tiny Deep Learning on IoT Devices; [NeurIPS 2021] MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning; [NeurIPS 2022] MCUNetV3: On-Device Training Under 256KB Memory

Python Computer Vision & Video Analytics Framework With Batteries Included

Tinychatengine ⭐ 407

TinyChatEngine: On-Device LLM Inference Library

Edgeyolo ⭐ 350

an edge-real-time anchor-free object detector with decent performance

Nn Meter ⭐ 265

A DNN inference latency prediction toolkit for accurately modeling and predicting the latency on diverse edge devices.

Deepstream Services Library ⭐ 234

A shared library of on-demand DeepStream Pipeline Services for Python and C/C++

Neuralet ⭐ 232

Neuralet is an open-source platform for edge deep learning models on edge TPU, Jetson Nano, and more.

Fastseg ⭐ 209

📸 PyTorch implementation of MobileNetV3 for real-time semantic segmentation, with pretrained weights & state-of-the-art performance

Netsaur ⭐ 167

Powerful machine learning, accelerated by WebGPU

Smart Social Distancing ⭐ 133

Social Distancing Detector using deep learning and capable to run on edge AI devices such as NVIDIA Jetson, Google Coral, and more.

Envisedge ⭐ 132

Deploy recommendation engines with Edge Computing

CEP is a software platform designed for users that want to learn or rapidly prototype using standard A.I. components.

Deepstream Python ⭐ 116

NVIDIA Deepstream 6.1 Python boilerplate

Homesecurity ⭐ 96

Security camera with Raspberry pi and NVIDIA Jetson platforms

ML model training for edge devices

一个移动端跨平台的gpu+cpu并行计算的cnn框架(A mobile-side cross-platform gpu+cpu parallel computing CNN framework)

People Counter Python ⭐ 88

Create a smart video application using the Intel Distribution of OpenVINO toolkit. The toolkit uses models and inference to run single-class object detection.

Rpi Urban Mobility Tracker ⭐ 84

The easiest way to count pedestrians, cyclists, and vehicles on edge computing devices or live video feeds.

People Counter Cpp ⭐ 70

Create a smart video application using the Intel Distribution of OpenVINO toolkit. The toolkit uses models and inference to run single-class object detection.

Smart Retail Analytics ⭐ 68

Use computer vision inference in the Intel® Distribution of OpenVINO™ toolkit to provide analytics on customer engagement, store traffic, and shelf inventory.

Utensor_cgen ⭐ 48

C++ code generator for uTensor https://utensor-cgen.readthedocs.io/en/latest/

Concurrent Video Analytic Pipeline Optimization Sample L ⭐ 46

Create a concurrent video analysis pipeline featuring multistream face and human pose detection, vehicle attribute detection, and the ability to encode multiple videos to local storage in a single stream.

Mobilenet_v1_stm32_cmsis_nn ⭐ 40

Mobilenet v1 trained on Imagenet for STM32 using extended CMSIS-NN with INT-Q quantization support

Energy Management Using Real-Time Non-Intrusive Load Monitoring

Managed_ml_systems_and_iot ⭐ 32

Managed Machine Learning Systems and Internet of Things Live Lesson

Safety Gear Detector Python ⭐ 32

Observe workers as they pass in front of a camera to determine if they have adequate safety protection.

Drl Networking ⭐ 30

Research on incentive mechanism design in mobile crowdsensing and mobile edge computing by deep reinforcement learning approaches.

Edge Detect ⭐ 29

Repository for IEEE CCNC'21 paper titled "Edge-Detect: Edge-centric Network Intrusion Detection using Deep Neural Network".

ANT (AI-based Networked Things) Framework

Motor Defect Detector Python ⭐ 27

Predict performance issues with manufacturing equipment motors. Perform local or cloud analytics of the issues found, and then display the data on a user interface to determine when failures might arise.

Neuralet edge deep learning models library. Neuralet is an open-source platform for edge deep learning models on GPU, TPU, and more.

Object Size Detector Python ⭐ 26

Monitor mechanical bolts as they move down a conveyor belt. When a bolt of an irregular size is detected, this solution emits an alert.

[JSS'19] A Blockchain-based Lightweight Framework for Edge and Fog Computing

Store Traffic Monitor Python ⭐ 24

Monitor three different streams of video that count people inside and outside of a facility. This application also counts product inventory.

Homepage ⭐ 22

北京交通大学计算机与信息技术学院系统与网络实验室 https://fangvv.github.io/Homepage/ OR http://fangvv.gitee.io/homepage/

Parking Lot Counter Cpp ⭐ 21

Receive or post information on available parking spaces by tracking how many vehicles enter and exit a parking lot.

Sense Ios ⭐ 21

Enhance your iOS app with the ability to see and interact with humans using the RGB camera.

Sparkfun_edge ⭐ 20

SparkFun's Edge Development Board is based around the newest edge technology and is perfect for getting your feet wet with voice and even gesture recognition without relying on 3rd party cloud services.

Shopper Gaze Monitor Python ⭐ 20

Build a solution to analyze customer expressions and reactions to product advertising collateral that is positioned on retail shelves.

Movidius Neural Compute Stick V2.0 API Go bindings

Industrial Anomaly Detection ⭐ 20

Run multiple independent anomaly detection (object flaws and motor defects) workloads on a single system via multiple virtual machines using a Kernel-based Virtual Machine (KVM) host.

Restricted Zone Notifier Python ⭐ 19

Secure work areas and send alerts if someone enters the restricted space.

Store Aisle Monitor Python ⭐ 18

Use a visual heat or motion map to count the number of people that enter and exit a store, factory, or warehouse aisle.

Awesome Ai On The Edge ⭐ 18

Resources of our survey paper "Enabling AI on Edges: Techniques, Applications and Challenges"

Object Flaw Detector Cpp ⭐ 18

Detect various irregularities of a product as it moves along a conveyor belt.

Human Pose Estimation 2d Demo ⭐ 18

Deep learning based human pose estimation demo in Python using Intel OpenVINO toolkit

Object Flaw Detector Python ⭐ 17

Detect various irregularities of a product as it moves along a conveyor belt.

Sparkfun_edge_bsp ⭐ 17

BSP and examples to integrate the SparkFun TensorFlow board with the AmbiqSuite

Intruder Detector Python ⭐ 16

Build an application that alerts you when someone enters a restricted area. Learn how to use models for multiclass object detection.

Intruder Detector Cpp ⭐ 15

Build an application that alerts you when someone enters a restricted area. Learn how to use models for multiclass object detection.

Awesome Approximate Dnn ⭐ 13

Curated content for DNN approximation, acceleration ... with a focus on hardware accelerator and deployment

Instagrain ⭐ 13

A camera for measuring sediment grain sizes with edge ML

Shopper Gaze Monitor Cpp ⭐ 12

Build a solution to analyze customer expressions and reactions to product advertising collateral that is positioned on retail shelves.

Store Aisle Monitor Cpp ⭐ 11

Use a visual heat or motion map to count the number of people that enter and exit a store, factory, or warehouse aisle.

Social Distance ⭐ 11

Build a solution that recognizes people within a specific area and measures the distance between them. Get an alert if the distance is less than a specified amount.

Safety Gear Detector Cpp ⭐ 10

Observe workers as they pass in front of a camera to determine if they have adequate safety protection.

Shopper Mood Monitor Cpp ⭐ 10

Detect the mood of shoppers as they look at a retail or kiosk display.

Intelligent Kiosk Analytics Cpp ⭐ 10

Determine the demographics of an audience using the Intel® Distribution of OpenVINO™ toolkit, and then adjust the ads to match the audience.

Store Traffic Monitor Cpp ⭐ 10

Monitor three different streams of video that count people inside and outside of a facility. This application also counts product inventory.

Automated Vending ⭐ 9

Deploy sensor fusion technology for an automated checkout that enables real-time insight about the products consumers are buying using the EdgeX Foundry* extensible framework.

Rtsf At Checkout Reference Design ⭐ 9

Detect loss at self-checkout by seamlessly connecting different sensor devices, including weight scale sensors, cameras, and RFIDs.

Motor Defect Detector Cpp ⭐ 8

Predict performance issues with manufacturing equipment motors. Perform local or cloud analytics of the issues found, and then display the data on a user interface to determine when failures might arise.

Brain Tumor Segmentations ⭐ 8

Segment brain tumors in raw MRI images by applying the U-Net architecture.

Restricted Zone Notifier Cpp ⭐ 8

Secure work areas and send alerts if someone enters the restricted space.

Network Video Recorder ⭐ 8

Implement and use Intel® hardware platforms for video decoding, encoding, and optimization using various media stacks.

Machine Operator Monitor Cpp ⭐ 8

Monitor a machine operator and detect the emotional state of an operator. Send an alert if the operator is distracted or angry.

Wind Turbines Edge Ai ⭐ 7

Detect wind turbine errors using a hybrid model. Utilize ML, DL, edge computing. Dataset, neural network optimized with genetic algorithms. Low computational power ML models. Data is stored in the cloud. Turbine status via secure APIs. Password encryption. GRASP, SOLID

Pcahyperspectralclassifier ⭐ 6

Classification of Hyperspectral Images ( HSIs ) with Principal Component Analysis ( PCA ) in CUDA ( cuBLAS ).

Code for paper "Joint Architecture Design and Workload Partitioning for DNN Inference on Industrial IoT Clusters"

Code for paper "Locally Distributed Deep Learning Inference on Edge Device Clusters"

Line Monitoring ⭐ 5

Apply the pretrained models in the Intel® Distribution of OpenVINO™ toolkit to detect and count the number of people waiting in lines in real time.

Upsampling ⭐ 5

Algorithmic solutions to optimize inference for convolution-based image upsampling. Coded for clarity, not speed.

Anomaly Detection Iiot ⭐ 5

'Federated Learning for Autoencoder-based Condition Monitoring in the Industrial Internet of Things' (IEEE), exploring the posibility of resource-efficient & data privacy enabling training at the edge

This project accelerates deep learning models on the edge with the support of running ensemble learning for performance improvement. The current version accelerates YOLO object detectors with Intel Neural Compute Stick 2 using parallel programming.

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