ESP32 CAM with Python OpenCV Yolo V3 for object detection and Identification, Image Processing

แชร์
ฝัง
  • เผยแพร่เมื่อ 31 พ.ค. 2023
  • ESP32 CAM with Python OpenCV Yolo V3 for object detection and Identification
    Altium Designer: For Schematic and PCB designing
    www.altium.com/yt/electronicl...
    Altium 365:
    www.altium.com/altium-365
    Octopart, components search engine:
    octopart.com/
    download programming:
    www.electroniclinic.com/esp32...
    ESP32 Cam projects: related videos
    Watch the same video in Hindi/Urdu
    • ESP32 CAM with Python ...
    ESP32 Cam and Arduino-based Car Parking Gate / Barrier control
    • ESP32 CAM with Python ...
    ESP32 Cam based Human Pose landmarks detection, security camera
    • ESP32 Cam Python OpenC...
    How to make IoT camera using ESP32 Cam and Telegram:
    • IoT Camera using ESP32...
    ESP32 Cam with ESP8266, google drive, and Google spreadsheet
    • ESP32 CAM and ESP8266 ...
    ESP32 CAM getting started video
    • ESP32 Cam: ESP32 Camer...
    ESP32 CAM DOOR LOCK CONTROL SYSTEM USING HUMAN RECOGNITION
    • ESP32 Cam Face Recogni...
    ESP32 CAM SEND IMAGES TO GOOGLE DRIVE
    • ESP32 CAM Send Images ...
    ESP32 CAM SMART IOT DOOR BELL
    • ESP32 CAM Smart IoT Be...
    ESP32 CAM SAVE IMAGES IN SD CARD
    • ESP32 Cam save Image t...
    Support me on Patreon and get access to hundreds of projects:
    / electroniclinic
    Subscribe to my New TH-cam Channel, if you want to watch my videos in Hindi/Urdu
    / @letsgetstartedd
    Project Description:
    ********************
    In this video, I am going to use ESP32 Camera module with Python OpenCV Yolo V3 for object detection and Identification. I am only using ESP32 Camera module for the live video streaming whereas for the image processing I am using Yolo V3.
    I will test it on three different machines and you will be amazed with the end results. First I will test it using the Raspberry Pi 4 and it has 8GB RAM. Then I will test it on Core i3 Laptop. And finally, I will test it on my MSI Intel Core i7 with Nvidia Geforce 16GB GPU and 16GB RAM. I specially purchased this laptop for video editing and image processing.
    Anyway, after performing initial tests then I will share with you the final code, which can be used for the detection and identification of specific objects. Let’s say you want to send an alert message when a specific object is detected.
    In my case, I send an alert message when a bird and cat are detected both at the same time. While all the other objects are totally ignored.
    We have a long list of the objects that we can detect. So, after watching this video you will be able to detect all these objects at the same time or you can select one or multiple objects of your choice and this way you can build amazing image processing based projects.
    ********************
    Amazon Purchase links:
    *****************
    ESP32 Camera Module
    amzn.to/45yPi9D
    ESP32 CAM W-BT Board
    amzn.to/3N24vbY
    MSI Intel Core i7 Laptop check this out.
    amzn.to/42ayHpL
    Other must-have Tools and Components:
    ESP32 WiFi + Bluetooth Module (My recommendation), more IO pins, improved speed, and supports a Lipo Battery:
    amzn.to/3v40DkE
    Arduino Uno, Nano, Mega, Micro "All types of Arduino Boards":
    amzn.to/3fk5OTi
    Top Arduino Sensors:
    amzn.to/3vZbnfM
    Super Starter kit for Beginners
    amzn.to/3cq56C5
    Top Oscilloscopes
    amzn.to/3ctF3d8
    Variable Supply:
    amzn.to/2PEAqE7
    Digital Multimeter:
    amzn.to/2QGRPg1
    Top Soldering iron kits: "best"
    amzn.to/39nqDtb
    Top Portable drill machines:
    amzn.to/3suQMh7
    Jumper Wires:
    amzn.to/2NYPEDA
    3D printers:
    amzn.to/3ruG1dt
    CNC Machines:
    amzn.to/3cuZWVv
    DISCLAIMER: This video and description contain affiliate links, which means that if you click on one of the product links, I will receive a small commission. This helps support the channel and allows me to continue to make videos like this. Thank you for your support!
    ****************
    For more Projects and tutorials visit my Websites
    Electronic Clinic:
    www.electroniclinic.com/
    Programming Digest:
    programmingdigest.com/
    Follow me on Instagram:
    / electroniclinic
    Follow my Facebook Page Electronic Clinic:
    web. profile.php?...
    Follow my Facebook Group, Arduino Projects:
    / 190031841821771
    Email:
    stu_engineering@yahoo.com
    About the Electronic Clinic:
    Electronic Clinic helps the students and other professionals to learn electronics, designing, and programming. Electronic Clinic has tutorials on Arduino, Arduino Nano, Raspberry PI, image processing, gsm based projects, Bluetooth based projects, esp8266 projects, Nodemcu projects, robotics, desktop application designing and programming, PLC, SCADA, RC Planes, Electronics, Power Generation, HMI, and much more. Check my Playlists.
    #esp32cam #yolov3 #opencvpython
  • วิทยาศาสตร์และเทคโนโลยี

ความคิดเห็น • 96

  • @ElectroniClinic
    @ElectroniClinic  6 หลายเดือนก่อน +1

    Watch my Latest Video on
    ESP32 Cam, Python, OpenCV, & Mediapipe based Diy Security Camera using Human Pose Landmarks
    th-cam.com/video/pUByI_5saRs/w-d-xo.html

    • @ackj9766
      @ackj9766 6 หลายเดือนก่อน

      what is you esp32 board version camear ip didnt appear

    • @jerroldleung8065
      @jerroldleung8065 หลายเดือนก่อน

      hello, I have a problem with detection. The Detection window pops up but stays black.
      There is a live transmission window, this works well.

  • @muhammadsalem9924
    @muhammadsalem9924 7 หลายเดือนก่อน

    Thank you, professor
    Excellent work

  • @shivaraghav2899
    @shivaraghav2899 11 หลายเดือนก่อน +1

    Mind blowing.... Super project

  • @vedmaheshkale5943
    @vedmaheshkale5943 3 หลายเดือนก่อน +2

    your cat is cute!!!!!!!!!
    🐈

  • @benj5279
    @benj5279 11 หลายเดือนก่อน +3

    You really help me a lot with your videos i hope i can support you somehow ❤️

    • @ElectroniClinic
      @ElectroniClinic  11 หลายเดือนก่อน +2

      you can support me and my channel by subscribing, or liking the videos, and comments. And by sharing videos with your friends.
      Today, i will upload a new video about car tracking and gate/barrier control system. I hope you will like the idea.

  • @muhammadhamza6536
    @muhammadhamza6536 16 วันที่ผ่านมา

    amazing really helpful

  • @wdew1927
    @wdew1927 8 หลายเดือนก่อน

    Very nice subject !
    During compiling a message "cannot find webserver.h". My board version is 2.0.10 Do you have a solution for this ?

  • @sam-el
    @sam-el 8 หลายเดือนก่อน

    I want to ask.
    Can you help me with a guide to create object detection using de1-soc

  • @unik8985
    @unik8985 26 วันที่ผ่านมา +1

    Hi, I've done everything right and have the live camera working but whenever I try to run the object detection code it gives me an error where:
    outputNames = [layernames[i[0]-1] for i in net.getUnconnectedOutLayers()]
    ~^^^
    IndexError: invalid index to scalar variable.
    and I can't seem to fix it

  • @CharlesMashava
    @CharlesMashava 6 หลายเดือนก่อน +1

    I watch your videos.I find them very helpful for my own going project. However i am running the an application with same weights but its supper slow on detecting and sending information to the esp32. How can i optimize it to be fast??

    • @glennimmanuel9338
      @glennimmanuel9338 4 หลายเดือนก่อน

      maybe you can try to use freeRTOS to manage the tasks

  • @joaogouveia4497
    @joaogouveia4497 17 วันที่ผ่านมา

    im trying to do the same thing the only diference is that im using an esp32s3 camera that creates a webserver for the video but when i try to access the webserver ip my opencv crashes. Do you know what could have caused this?

  • @deeptanshugupta4241
    @deeptanshugupta4241 หลายเดือนก่อน +1

    Is it possible to do this without connecting it to pc

  • @bberil4834
    @bberil4834 5 หลายเดือนก่อน

    Thank you for the video. I want to do the exact same project but I will use the ESP32 as a soft access point. How should I modify the code?

    • @aneshk425
      @aneshk425 2 หลายเดือนก่อน

      You got any solution bro?..even am looking for the same thing

  • @user-fq6yi5fu3f
    @user-fq6yi5fu3f 6 หลายเดือนก่อน

    ERROR: Could not find a version that satisfies the requirement open-cv-python--4.5.3.56 (from versions: none)
    ERROR: No matching distribution found for open-cv-python--4.5.3.56
    in cmd 2nd step installing open cv

  • @surendar4348
    @surendar4348 5 หลายเดือนก่อน

    Does it work with Yolo nas

  • @Radar131
    @Radar131 หลายเดือนก่อน

    Want request may you make video about helmet and plate number detection ?

  • @user-zm7qi7et3r
    @user-zm7qi7et3r 3 หลายเดือนก่อน +1

    why did you do the image processing and objec detection on Raspberry Pi or Laptop, can't it be done on the ESP32?

    • @sanakabanerjee4462
      @sanakabanerjee4462 หลายเดือนก่อน

      esp32 has very less ram and is only good for capturing image, it can no way run such a heavy model

  • @user-ds3zg5xs7i
    @user-ds3zg5xs7i หลายเดือนก่อน

    how do i incorporate the same for yolo v8 model?

  • @PraveenKumar-vz4dy
    @PraveenKumar-vz4dy 21 วันที่ผ่านมา

    8:10 we can't do image processing in esp32 cam (not enough computational power ) is this what u r trying to say ?

  • @chideraagbasiere7868
    @chideraagbasiere7868 26 วันที่ผ่านมา

    Where did the "Cat and Bird Detection" file come from @3:39 ?

  • @parthimahi
    @parthimahi 2 หลายเดือนก่อน

    6:41 for its coming for me "camera fails"what should I do plse anyone suggest me

  • @manishuike3830
    @manishuike3830 7 หลายเดือนก่อน

    can you make one for nut and bolt identifying

  • @nagababumarthi1942
    @nagababumarthi1942 3 หลายเดือนก่อน

    Pls make esp32 cam based pick and place robot

  • @muhammadsalem9924
    @muhammadsalem9924 7 หลายเดือนก่อน +1

    Please tell me what are the appropriate computer specifications for deep learning and machine learning ? Please answer

    • @harshwardhansingh9915
      @harshwardhansingh9915 2 หลายเดือนก่อน

      Any computer with a GPU will work fine. But if you don't have that, you only need an internet connection. There are online tools like Google Collab that will provide you with an online jupyter notebook free of charge, you can use it for learning machine learning

  • @orphaeel
    @orphaeel 3 หลายเดือนก่อน

    i have this problem...
    cv2.error: OpenCV(4.5.3) C:\Users
    unneradmin\AppData\Local\Temp\pip-req-build-sn_xpupm\opencv\modules\dnn\src\darknet\darknet_io.cpp:900: error: (-212:Parsing error) Unknown layer type: in function 'cv::dnn::darknet::ReadDarknetFromCfgStream'
    anyone have the solution for this problem???

  • @user-fy3bh8ie2v
    @user-fy3bh8ie2v 7 หลายเดือนก่อน

    Hi, I want to make something similar, but instead of object detection, I want to make face detection system using esp32cam which will be used for storing student attendance, can you please help or provide some reference related to this.

    • @ElectroniClinic
      @ElectroniClinic  7 หลายเดือนก่อน

      for this you will need to train faces. I am working on a similar project. Its object the identification of other objects not available in the coco.names list.

  • @vikasreddy4864
    @vikasreddy4864 6 หลายเดือนก่อน

    Does object detection works for similar objects ?
    Does object detection works for identification of safflower stigma from saffron stigma?

    • @surendar4348
      @surendar4348 5 หลายเดือนก่อน

      You can train custom dataset to the model

  • @haven-hw2wl
    @haven-hw2wl 6 หลายเดือนก่อน +1

    Hi sir your project is awesome, but when i try all of your instructions im having a problem with coco.names even if it's in the same folder but always displaying error that no coco.names found 😢

    • @aymanmrwan2410
      @aymanmrwan2410 6 หลายเดือนก่อน

      Yes me too

    • @haven-hw2wl
      @haven-hw2wl 6 หลายเดือนก่อน

      @@aymanmrwan2410 bro i already did it, just use different format not notepad

    • @kris8167
      @kris8167 5 หลายเดือนก่อน

      @@haven-hw2wl Then I would like to ask what format you use, thank you.

  • @Jarniwan
    @Jarniwan 7 หลายเดือนก่อน +3

    you should have at least tell us if the middle part was a sponsor segment. that was awful.

  • @benj5279
    @benj5279 10 หลายเดือนก่อน

    Can this work if laptop and esp32 are connected to different wifi?

  • @juantellez2176
    @juantellez2176 6 หลายเดือนก่อน

    would this work with a pretraining yolov8?

  • @user-ul2em8lv3v
    @user-ul2em8lv3v 6 หลายเดือนก่อน

    does this process can be run on raspberrypie without a computer after starting the process? i want make this for blind people which they can carry with them?

    • @ElectroniClinic
      @ElectroniClinic  6 หลายเดือนก่อน

      Ya you can use use raspberry pi

  • @janarthanandayalan
    @janarthanandayalan 2 หลายเดือนก่อน

    Hi sir, is there a way we can give our very own data to train the camera?

    • @ElectroniClinic
      @ElectroniClinic  2 หลายเดือนก่อน

      Very soon I will make a video about this.

  • @palindrome3212
    @palindrome3212 10 หลายเดือนก่อน +1

    i have this error in line 71 saying:
    outputNames = [layernames[i[0] - 1] for i in net.getUnconnectedOutLayers()]
    IndexError: invalid index to scalar variable.
    Can you help me with the error?

    • @BuddhiniJayakody
      @BuddhiniJayakody 10 หลายเดือนก่อน

      did you fix the issue? I also get the same issue

    • @auburngold4958
      @auburngold4958 9 หลายเดือนก่อน +1

      Fixed the issue, just remove the [0] and run the program. This only works on windows

    • @attacker21
      @attacker21 5 หลายเดือนก่อน

      @@auburngold4958 thanks a lot

  • @didzi6728
    @didzi6728 10 หลายเดือนก่อน

    Hey. When I try to run the code in Python IDLE I get this error: "Failed to open the IP camera stream". While if I copy and past the camera's url in the web browser it works fine! Any ideas on how to fix it?

    • @dhivyabharathy3032
      @dhivyabharathy3032 2 วันที่ผ่านมา

      Me too

    • @dhivyabharathy3032
      @dhivyabharathy3032 2 วันที่ผ่านมา

      Do you fix it?

    • @didzi6728
      @didzi6728 วันที่ผ่านมา

      @@dhivyabharathy3032 Not really, I switched to Raspi cameras

  • @digitronix532
    @digitronix532 หลายเดือนก่อน

    If my camera senses "Car" , any one of gpio should turn on in ESP32CAM . Help me

    • @ElectroniClinic
      @ElectroniClinic  หลายเดือนก่อน

      I have done it. Check playlist or the related projects list in the description.

  • @CsabaDzsurnik
    @CsabaDzsurnik 8 หลายเดือนก่อน

    Hello! It's awesome! But I get the following error on my PC:
    File "C:\Users\PC\Desktop\esp32\ ESP32 CAM with Python OpenCV Yolo V3 for object detection and Identification, Image Processing\esp32CamTest-PC.py", line 19, in
    net = cv2.dnn.readNetFromDarknet(modelConfig,modelWeights)
    cv2.error: OpenCV(4.8.0) D:\a\opencv-python\opencv-python\opencv\modules\dnn\src\darknet\darknet_io.cpp:902: error: (-212:Parsing error) Unknown layer type: in function 'cv::dnn::darknet::ReadDarknetFromCfgStream'
    could you help me please?

    • @AkuDapi
      @AkuDapi 6 หลายเดือนก่อน

      same case

    • @orphaeel
      @orphaeel 3 หลายเดือนก่อน

      have you found the solution???

    • @CsabaDzsurnik
      @CsabaDzsurnik 3 หลายเดือนก่อน

      @@orphaeel unfortunately not, but I found another tutorial that works on the same principle and is flawless.

    • @orphaeel
      @orphaeel 3 หลายเดือนก่อน

      @@CsabaDzsurnik with same model and config??? Anyways can you give me the link... really need it for my final project... TIA

    • @orphaeel
      @orphaeel 3 หลายเดือนก่อน

      @@CsabaDzsurnik can you tell me that tutorial, please???

  • @waleedhussain4409
    @waleedhussain4409 9 หลายเดือนก่อน

    can you please give the code for alert as an email or for arduino using gsm that you tell in last part of video it would e very helpul if you give code for it

    • @manojshyaam6683
      @manojshyaam6683 9 หลายเดือนก่อน +1

      Search for SMTP protocol for ESP 32
      Best wishes

  • @benj5279
    @benj5279 11 หลายเดือนก่อน

    What do you use to run the python code?

    • @benj5279
      @benj5279 11 หลายเดือนก่อน +1

      Nvm i figured it out

    • @juantellez2176
      @juantellez2176 6 หลายเดือนก่อน

      I havent figured out what did u use to run python?

  • @sontruongpham6883
    @sontruongpham6883 10 หลายเดือนก่อน

    Your guide is very helpful.
    But I got this error in line 30 of esp32cam.cpp file while compile the esp32camera test code:
    error: 'camera_sensor_info_t' was not declared in this scope
    camera_sensor_info_t* info = esp_camera_sensor_get_info(&sensor->id);
    error: 'info' was not declared in this scope
    camera_sensor_info_t* info = esp_camera_sensor_get_info(&sensor->id);
    error: 'esp_camera_sensor_get_info' was not declared in this scope
    camera_sensor_info_t* info = esp_camera_sensor_get_info(&sensor->id);
    Could you help me? Thanks.

    • @sontruongpham6883
      @sontruongpham6883 10 หลายเดือนก่อน

      Turn out the problem is I have the old arduino esp32 version which is 1.0.6. When upgrade to 2.0.x its run normally.

    • @albertobesozzi5825
      @albertobesozzi5825 9 หลายเดือนก่อน

      I've got the same problem but my arduino is already updated to 2.1.1

  • @Mmorpg347
    @Mmorpg347 3 หลายเดือนก่อน

    When I open the serial monitor it shows me to write a message how can I fix this

    • @parthimahi
      @parthimahi 2 หลายเดือนก่อน

      Press reset button

  • @huanle4109
    @huanle4109 หลายเดือนก่อน

    The serial monitor just show "CAMERA OK
    ", it did not show "......" line. How can i fix it ?

    • @anhviettran160
      @anhviettran160 24 วันที่ผ่านมา

      Check lại tên wf và mk đúng chưa. Nếu đúng thì nó sẽ hiện ip của wf

    • @jaimeabug9090
      @jaimeabug9090 20 วันที่ผ่านมา

      Bro I have same issue. Have you fix you?

  • @rockstarsk4023
    @rockstarsk4023 4 หลายเดือนก่อน

    where is the main program file??

  • @tyronetyrone2652
    @tyronetyrone2652 10 หลายเดือนก่อน

    How to use IP CAM instead of ESP32CMA

    • @ElectroniClinic
      @ElectroniClinic  10 หลายเดือนก่อน

      I will cover this in my upcoming videos.

  • @panduaksoro8845
    @panduaksoro8845 8 หลายเดือนก่อน

    where is the alert?

    • @ElectroniClinic
      @ElectroniClinic  8 หลายเดือนก่อน

      When it detects a cat and bird at the same time.

    • @panduaksoro8845
      @panduaksoro8845 8 หลายเดือนก่อน

      @@ElectroniClinic so the alert just like log in python app?

  • @eidgames8761
    @eidgames8761 7 หลายเดือนก่อน

    Failed to open the IP camera stream
    Process finished with exit code 0

    • @parthimahi
      @parthimahi 2 หลายเดือนก่อน

      You solved this problem man! I also getting this

    • @dhivyabharathy3032
      @dhivyabharathy3032 2 วันที่ผ่านมา

      ​@@parthimahi Did you solve this?

    • @parthimahi
      @parthimahi 2 วันที่ผ่านมา

      @@dhivyabharathy3032 yes I solved

    • @dhivyabharathy3032
      @dhivyabharathy3032 2 วันที่ผ่านมา

      @@parthimahi how ?

    • @parthimahi
      @parthimahi 2 วันที่ผ่านมา

      @@dhivyabharathy3032 where are you facing the problem?