Pi视觉追踪(六):参考资源与硬件清单

本文汇总项目推进过程中检索到的全部参考资源,包括完整开源项目、教程文档、关键库依赖和硬件采购清单。

完整项目(源码可下载)

项目 链接 核心价值
Autonomous Object Tracking Turret (Cornell ECE5725) https://courses.ece.cornell.edu/ece5990/ECE5725_Spring2018_Projects/fy57_xz522_AutoTurret/index.html 完整Python源码,多进程+PD+硬件PWM
Automatic Tracking Patrol Laser System https://github.com/Zungu02/Automatic-Tracking-Tracking-Patrol-Laser-System 树莓派+MobileNet-SSD+UART+ESP32+总线舵机+激光,上下位机架构参考
laserpointerpi https://github.com/triooy/laserpointerpi 视觉伺服闭环对准激光点,PCA9685驱动,精度优化方向
laser-tracking https://github.com/danielmundi/laser-tracking 坐标变换法、闭环改进思路,早期但思路清晰
motion-tracking-opencv (Kalman+MOG2) https://github.com/myronabotanel/motion-tracking-opencv MOG2+卡尔曼追踪代码,卡尔曼追踪器来源
pan_tilt_control.py (PCA9685) https://github.com/dave-ct/ai_object_plus_water/blob/main/pan_tilt_control.py PCA9685配置化pan/tilt控制

教程与文档

主题 链接 价值
SunFounder Pan-Tilt摄像头模块教程 https://docs.sunfounder.com/projects/pironman5/zh-cn/latest/pironman5_promax/optional_modules/pan_tilt.html 树莓派5接SG90、GPIO接线、I2C启用、基础控制代码
Raspberry Pi Servo Control: PWM and Robotics https://blog.hashhackers.com/blog/raspberry-pi-servo-guide/ gpiozero/RPi.GPIO/PCA9685三种方式对比+完整代码
树莓派4B Python3实战:SG90二维云台 https://blog.csdn.net/fire9/article/details/152653135 硬件PWM vs 软件PWM分析、供电关键考量
Motion tracking turret with Gobot and GoCV https://blog.matiaspan.dev/motion-tracking-turret-with-gobot-and-gocv C270+树莓派+两轴舵机+激光,完整博客系列(Go语言)
Python OpenCV – Background Subtraction https://www.geeksforgeeks.org/python/python-opencv-background-subtraction/ MOG/MOG2/GMG三种算法对比+完整代码
OpenCV Kalman Filter with Python https://www.geeksforgeeks.org/python/opencv-kalman-filter/ KalmanFilter基础+鼠标追踪示例
OpenCV samples kalman.py https://docs.opencv.org/5.0/examples/samples_python_snippets_kalman_py.html 官方KalmanFilter示例
N76E003 UART串口通信教程 https://circuitdigest.com/microcontroller-projects/uart-serial-communication-with-nuvoton-n76e003-microcontroller N76E003芯片UART编程(如需逆向控制板固件)
N76E003AT20数据手册 https://microcontrollerslab.com/n76e003at20-microcontroller-pinout-features-programming-and-peripherals/ 引脚/外设/编程指南

关键库与依赖

安装 用途
opencv-python pip install opencv-python 视觉检测(MOG2/Kalman/contours)
opencv-contrib-python pip install opencv-contrib-python 完整OpenCV含bgsegm(MOG/GMG)
numpy pip install numpy 数组计算
pigpio sudo apt install pigpio python3-pigpio + sudo pigpiod 硬件PWM舵机控制
RPi.GPIO 系统自带 GPIO控制(激光、软件PWM备用)
gpiozero pip install gpiozero 高层GPIO抽象(Servo等)
adafruit-circuitpython-pca9685 pip install adafruit-circuitpython-pca9685 adafruit-circuitpython-motor PCA9685驱动板
adafruit-circuitpython-servokit pip install adafruit-circuitpython-servokit PCA9685高层封装

硬件清单(建议起步)

部件 型号/规格 估价 备注
主控 树莓派5 已有 8GB版更佳
摄像头 罗技C270 已有 720P UVC免驱
舵机 SG90 x2 约10元 起步可用,蚊子场景建议升级MG90S金属齿
PWM驱动板 PCA9685 (16通道) 约15元 备用方案B’,I2C直驱
激光笔 KY-008 650nm 5mW 红光 约5元 Class 2,有眨眼反射安全
隔离元件 2N2222/IRLZ44N + 电阻 约5元 激光笔开关隔离
外部电源 5V 3A 约30元 舵机专用,与Pi5共地
云台机械件 亚克力pan-tilt套件 约15元 含SG90安装座

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