ESP32 CAM with Python OpenCV Yolo V3 for object detection and Identification, Image Processing
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- Опубліковано 23 сер 2024
- ESP32 CAM with Python OpenCV Yolo V3 for object detection and Identification
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Project Description:
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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.
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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
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what is you esp32 board version camear ip didnt appear
hello, I have a problem with detection. The Detection window pops up but stays black.
There is a live transmission window, this works well.
your cat is cute!!!!!!!!!
🐈
You really help me a lot with your videos i hope i can support you somehow ❤️
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.
Mind blowing.... Super project
Thank you, professor
Excellent work
Hi sir, is there a way we can give our very own data to train the camera?
Very soon I will make a video about this.
@@ElectroniClinichave you made it yet?
amazing really helpful
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
Try to get rid of the [0], it worked for me, just [layernames[i-1].....also comment :
for i in indices:
# i = i[0]
you should have at least tell us if the middle part was a sponsor segment. that was awful.
why did you do the image processing and objec detection on Raspberry Pi or Laptop, can't it be done on the ESP32?
esp32 has very less ram and is only good for capturing image, it can no way run such a heavy model
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??
maybe you can try to use freeRTOS to manage the tasks
Want request may you make video about helmet and plate number detection ?
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
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 😢
Yes me too
@@aymanmrwan2410 bro i already did it, just use different format not notepad
@@haven-hw2wl Then I would like to ask what format you use, thank you.
Pls make esp32 cam based pick and place robot
I want to ask.
Can you help me with a guide to create object detection using de1-soc
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 ?
Is there a way to improve the FPS of Espcam?
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?
You got any solution bro?..even am looking for the same thing
Where did the "Cat and Bird Detection" file come from @3:39 ?
I need your help, i have a project. The project is whe the detection image is succes the next step i want to make esp32cam give command to spray some plant? How to make the command?
Use the if condition to turn ON/OFF a relay.
@@ElectroniClinic can i get your contact to ask more?
If my camera senses "Car" , any one of gpio should turn on in ESP32CAM . Help me
I have done it. Check playlist or the related projects list in the description.
6:41 for its coming for me "camera fails"what should I do plse anyone suggest me
can you make one for nut and bolt identifying
how do i incorporate the same for yolo v8 model?
Does object detection works for similar objects ?
Does object detection works for identification of safflower stigma from saffron stigma?
You can train custom dataset to the model
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?
did you fix the issue? I also get the same issue
Fixed the issue, just remove the [0] and run the program. This only works on windows
@@auburngold4958 thanks a lot
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?
Been running into similar problem. Do you see your IP in serial monitor? I had it when I tried it some time ago, and now I can't get my IP built
Please tell me what are the appropriate computer specifications for deep learning and machine learning ? Please answer
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
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???
Does it work with Yolo nas
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.
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.
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?
Ya you can use use raspberry pi
The serial monitor just show "CAMERA OK
", it did not show "......" line. How can i fix it ?
Check lại tên wf và mk đúng chưa. Nếu đúng thì nó sẽ hiện ip của wf
Bro I have same issue. Have you fix you?
Can this work if laptop and esp32 are connected to different wifi?
Yes it does
When I open the serial monitor it shows me to write a message how can I fix this
Press reset button
would this work with a pretraining yolov8?
did you try it out?
Is it possible to do this without connecting it to pc
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?
Me too
Do you fix it?
@@dhivyabharathy3032 Not really, I switched to Raspi cameras
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
Search for SMTP protocol for ESP 32
Best wishes
where is the main program file??
How to use IP CAM instead of ESP32CMA
I will cover this in my upcoming videos.
What should be the specification of camera for image detection or image processing into camera and then send only a small amount of data such as number of people passed through it etc to the network ?? Please help...🙂
What do you use to run the python code?
Nvm i figured it out
I havent figured out what did u use to run python?
8:10 we can't do image processing in esp32 cam (not enough computational power ) is this what u r trying to say ?
bro doesnt know that intel cpu has generations
Failed to open the IP camera stream
Process finished with exit code 0
You solved this problem man! I also getting this
@@parthimahi Did you solve this?
@@dhivyabharathy3032 yes I solved
@@parthimahi how ?
@@dhivyabharathy3032 where are you facing the problem?
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?
same case
have you found the solution???
@@orphaeel unfortunately not, but I found another tutorial that works on the same principle and is flawless.
@@CsabaDzsurnik with same model and config??? Anyways can you give me the link... really need it for my final project... TIA
@@CsabaDzsurnik can you tell me that tutorial, please???
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.
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.
I've got the same problem but my arduino is already updated to 2.1.1
where is the alert?
When it detects a cat and bird at the same time.
@@ElectroniClinic so the alert just like log in python app?