3D Object Detection

Performance Optimization of Real-Time Video Object Detection Based on Rockchip RK3588

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Performance Optimization of Real-Time Video Object Detection Based on Rockchip RK3588

Using traditional methods like OpenCV and FFmpeg for real-time video software decoding, performance is limited on low-configuration edge computing terminals. Taking the following configuration as an example:On this configuration of the edge computing terminal, running 4 channels of real-time video decoding, the CPU usage reaches nearly 100%.Using the RKMMP solution can effectively reduce CPU usage. … Read more

Object Detection Without OpenCV? Achieve It with Just 10 Lines of Python Code!

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Object Detection Without OpenCV? Achieve It with Just 10 Lines of Python Code!

Produced by Big Data Digest Compiled by: Zhu Yihui, Xue Qing, Xiao Yu Can object detection be achieved with just 10 lines of code?! The author of this article and his team have built a Python library called ImageAI, which integrates popular deep learning frameworks and computer vision libraries. This article will guide you step-by-step … Read more

Nvidia Jetson Nano: Custom Object Detection from Scratch Using TensorFlow and OpenCV

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Nvidia Jetson Nano: Custom Object Detection from Scratch Using TensorFlow and OpenCV

Author of this article: Reprinted from: https://medium.com/swlh/nvidia-jetson-nano-custom-object-detection-from-scratch-using-tensorflow-and-opencv-113fe4dba134 The purpose of this blog is to guide users in creating a custom object detection model optimized for performance to be used on the NVidia Jetson Nano. Table of Contents: Required Materials Creating a Custom Dataset Preprocessing Labeling Creating TFRecords CNN Training Model Installing Raspberry Pi Camera on … Read more

Using the RK3588 Chip NPU: Running MobileNet Model in Windows 11 Docker and Deploying to Development Board for Object Detection

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Using the RK3588 Chip NPU: Running MobileNet Model in Windows 11 Docker and Deploying to Development Board for Object Detection

The Objective of This Article This article will practice the MobileNet image classification example in the RKNN Docker environment and deploy it to the RK3588 development board using the adb tool. For an introduction to MobileNet, please refer to the previous article. Development Environment Description Host System: Windows 11 Target Device: Android development board equipped … Read more

How to Detect Human Eyes with MATLAB? Use This Function for Object Detection

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How to Detect Human Eyes with MATLAB? Use This Function for Object Detection

Accurately identifying human eyes and locating their positions is crucial for numerous applications. From identity verification in security monitoring to gaze tracking in human-computer interaction, reliable human eye recognition technology is indispensable. The following code demonstrates a process for human eye recognition and position marking using MATLAB. Estimated reading time: 5 minutes. 1. Code %% … Read more

Coresight (Part 4) Channel Interface

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Coresight (Part 4) Channel Interface

The channel interface is used for transmitting events between different Coresight components. It is implemented using two components: CTM: Cross Trigger Matrix, which receives CTI channel signals and broadcasts them to other CTIs. CTI: Cross Trigger Interface, which receives trigger signals, sends trigger signals, receives channel signals, and sends channel signals. Typical applications of the … Read more

Crane Wheel Pressure Detection Method Using Sensor Array and Neural Network

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Crane Wheel Pressure Detection Method Using Sensor Array and Neural Network

This Issue’s Paper Share 2024 Crane Wheel Pressure Detection Method Using Sensor Array and Neural Network Authors: Wan Dang, Zhang Chong, Wang Jinwen Abstract: To accurately and conveniently conduct crane wheel pressure testing, this paper develops a wheel pressure detection sample based on the strain-wheel pressure model. The strain generated under the crane wheel is … Read more

Arm Embedded AI Teaching Series – Object Detection Demonstration System Experiment Box

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Arm Embedded AI Teaching Series - Object Detection Demonstration System Experiment Box

Anxin Education, as the only official strategic partner of Arm Education, fully integrates high-quality industrial and educational resources. To promote the reform and development of AI talent training in universities and accelerate the construction of AI majors.Anxin Education has launched the Arm Embedded AI Teaching Kit suitable for the construction of AI courses in universities, … Read more

Animal Target Detection Based on YOLOv5 and Raspberry Pi 4B

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Animal Target Detection Based on YOLOv5 and Raspberry Pi 4B

Object detection is of great significance in the field of computer vision. YOLOv5 (You Only Look One-level) is a representative method among object detection algorithms, renowned for its efficiency and accuracy, and has shown outstanding performance in various object detection tasks. This article will detail how to train the YOLOv5 model on a more powerful … Read more

Enhancing Smart Home Device Interaction with TensorFlow

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Enhancing Smart Home Device Interaction with TensorFlow

Today, let’s talk about how to use TensorFlow to enhance the interaction experience of smart home devices. Imagine that your smart speaker is no longer just capable of playing music or checking the weather, but can truly understand your needs and even predict your behavior. Isn’t that cool? Speech Recognition and Natural Language Processing The … Read more