Simple ESP32-CAM Object Detection

[@Dronebotworkshop]

Hi everyone - It's come to my attention that there has been someone masquerading as myself, responding to some comments here with a link to a Telegram chat to win a prize from me. THIS IS A SCAM, I am not holding a contest, nor do I have a Telegram account. PLEASE DO NOT RESPOND TO THESE MESSAGES!! It's happening on a lot of my videos, I'm taking steps to remove them manually, but as I have 162 videos, it will take some time. If you do run across a suspicious comment, I would appreciate you letting me know at [e-mail]. Thanks! Bill (The real one!)

[@herwigtaveirne]

This is a fantastic instructional video, and for a simple reason: you don't explain for those who already know, but for those not having the knowledge yet. And that's rare. Congrats !

[@GabbyShimoni]

I've just taken some training on the topic of deep learning and this video completes my quest for an easy way to incorporate the subject into my students projects. Thanks a lot for another well done video

[@Gengh13]

As someone without any knowledge in this area this was a nice introduction.

[@anthonyd4539]

I really appreciate the time you take to give instructions. Your lessons give me the confidence to try new things and peak over the barriers that I will soon knock down.

[@LIMUNQUE]

Thanks a lot, I was spending time trying to use opencv for an academical project and I didn't think to use this.

[@ShawnHymel]

This is fantastic! You do a great job at clearly explaining the steps. And gotta love a Robie cameo :)

[@raulsw9088]

👍🏻

[@mrcairo4]

It is a very easy training scenario. I've tested with voice recognition and now I'll try it with different "generic" humans vs. dogs and cats.

[@dakcn]

As usual, another fantastic tutorial. I really like having both the video and the written articles. Thank you!!

[@TheSelfUnemployed]

I just built a tiny robot using an esp32-cam and now im going to attempt to add this badass functionality. great video and ive always loved your channel. thanks for sharing your knowledge with us!

[@karimaaqa]

hello when using edge impulse, which board did you chose? the espressif esp32 eye? since i am going to get the esp32 cam (the one without usb)

[@christopherleadholm6677]

This is *just* the type of video I was hoping for!

[@mirekcolakov1730]

And of course, as always, thank you and well done. Thorough, detailed and explained so well!!!

[@fremsoft]

Thank you for your explanation,I think I will introduce Edge Impulse in my classroom! This is very inspiring video 😄👍🏻

[@achinguyen3937]

Awesome project, the video covers detail information and digestible concepts!

[@adolphtrudeau]

This is excellent, DroneBot Workshop--I can't wait to tell my kid and his robotics teammates

[@hamradio3716]

Excellent. A lot of prep work. Thank you.😊

[@devluz]

Oh love seeing another one with the ESP32-Cam! I already have two of these in my network as cheap surveillance camera running my own software. I am curious if there are any good upgrade paths for higher frame rate / higher resolution cameras? Also more ports available to control a robot would be neat.

[@mirekcolakov1730]

use espnow or mqtt protocol so multiple esp32s can talk to each other and do the heavy compute on a proper machine that is connected wireless so the robot does not need to carry it...

[@ej21lalitkumawat81]

Lots of love and great video Proffecer love you From India❤❤

[@UTube4075]

Aap engineer ho? Working professional??

[@gerdsfargen6687]

This is very sexy time for an esp32 cam. Cant wait to try this project out. Its brilliant!

[@brendanowen7563]

Great video. Looking forward to having a go with my ESP32 Cam. My only comment is you probably got the 100% on your second example because you had multiple images that are nearly exactly the same. These would have been randomly distributed between the 80% training and 20% testing sets. You probably ended up with same images used in training and testing which would not give you a good measure of confidence. Again another great video, thank you.

[@TheOldKid]

A tutorial that is greatly needed is on the s3 wroom cam board.

[@angelaponte4413]

Maravilloso video, si les sale error al subir a la tarjeta Esp32, revisen la versión de la tarjeta que están usando, a mí me sirvió con la versión 2.0.10

[@manusaini2192]

A great contents, i love your video's. Lot's of love ❤ From India 🇮🇳. Thanks for sharing knowledge with us.

[@optipwr40]

Do you know if it's possible to use RectLabel (An offline image annotation labeling tool) which has limited export options? For custom object detection I'd prefer not to upload all of my images into an online source.

[@davydbar]

Excellent tutorial!! Like all your videos, I want to thank you, since you have inspired me to continue in robotics projects. Greetings from Santa Fe, Argentina.

[@Fernando-g5d1t]

Fantastic! Thanks for the video. I wonder if you have an example, but instead of using the Arduino Framework, use the ESP-IDF.

[@aladinmovies]

You are nice teacher. Love your understanding material.

[@fostee1]

As always just what I was looking for. Best tutorials thank you

[@svlaststar]

Wow!!! Excellent video and project. IT is one that's been on my list for a while and you just inspired me to move it up the list. Thanks for making your videos. Great job!!!

[@michaelbarakat6095]

Great effort has been done in this tutorial thank you very much for this amazing work ☺️

[@dldldl8028]

Great tutorial, exactly what I'm looking for. Thanks a lot

[@rogermathura]

Glad i subscribed, so i didn't miss your excellent tutorial . Thanks.

[@micmike]

Nice demo of capabilities. Thanks

[@khairul_ikhwan9749]

compiling sketch stuck and error

[@edgarbaylosis1523]

Finally the video that i've been lookin for months! Thanks!

[@barnacode]

Great video, very helpful. Can I implement the object detection on the car robot you built? Has it been done? Any help is appreciated.

[@esrefpivcic4781]

Thank you so much. It helped me with my faculty project. :)

[@greggtracton2588]

At minute 51, we see that the number of objects dithers between "robot, battery" and "robot, battery, robot", but you didn't modify the scene at all. The only differences would be the random noise introduced by the cam, ex, low cost -> high noise. So which one of these detections would we accept, if we could only choose one? Maybe we should average the last N estimates? I note that the confusion matrix for this training session is 100% in all 9 boxes, which really doesn't mean anything WRT it's average performance on the ESP32, but rather, whether a good pattern could be found within the supplied images, most of which were identical except for noise.

[@threewheeler624]

Thank you for a good video. Have a great week. I miss Radio Shacks in the malls.

[@mdrakibhossen8681]

helo sir, this is a great video. i have one question. can i add a servo to this project so that when it detects robot or battery the servo will rotate?

[@Grooooc]

you should make a turntable that turns at an extremely slow rate for taking images.

[@durgakathula278]

Sir, After watching i got some information about how to use edge impusle for object detection. Thanks for this. And I also got one doubt is it possible to test the object without using the esp32cam . Instead using webcam. Please clarify my doubt

[@Dazza_Doo]

You know these are the types projects I'm looking for (I've found the DroidsVader will be pleased), this can be extremely useful. Thank you!

[@luiklaus3024]

hi, is there a limit on how many different objects the esp32 cam can recognize?

[@mikedoyle7546]

Great and precise video tutorial.

[@hrudayesh_b_y]

Sir I have trained a model on few images and imported the zip library to aarduino ide. But the example sketch is throwing error during compilation. Please help........

[@Ducerobot]

I like this module . Ai camera works well. It's on the base for my project. 😁👍

[@ahmedihab9754]

I was searching for such a video for days

[@vinothn4228]

Better way of explaining ❗

[@ulzs7683]

This ones not in the ESP32 playlist is it? I think its a good addition to the collection along with the 2024 guide.

[@estuardovallebances5437]

This is just astonishing

[@NZHippie]

Thank you Bill, great video...

[@deedoubleu9483]

is it required that the camera be the same distance to the subject when doing detection of objects vs the distance that you used for training/capturing robbie etc? ie can you move the camera away say twice the distance it will still work (any idea what the confidence % would be)?

[@catalinalb1722]

Hi, I want to do a number plate recognition for my gate. Would this be good enough?

[@thiagozerio1305]

How do I add a robotic arm with 4 servo motors to this project? I want it to take the objects that have been detected and separate them. I'm doing my course completion work using yout teachings, I would be very happy if you could help.

[@planmix]

You are the best!! Bravo!

[@alexandrecrt]

Master, what if the object is on a mat? Does detection also happen assertively? Thank you very much.

[@andrewanokhin5090]

Great video and channel. Keep doing it. it is very useful !!!

[@stephankempa6914]

A slow running turn table and the ESP auto capturing.

[@koda_Jonathan]

What's the maximum number of objects you can train it to detect

[@RixtronixLAB]

Well done, keep it up, thanks for sharing it with us:)

[@w74anheda]

hi, thanks for your helpful tutorial, i have a question: how can connect and stream cam a esp32 cam with cable to pc or raspberry pi??

[@PriyanshuKumar-ie3ee]

very nice video helped in my project thank you

[@hassaanmalikk]

Can you share the code file?

[@letsgetcreativebyrishwin1238]

Bro, the Arduino uno rev 4 minima and the Arduino uno rev 4 wifi is out, plz to a review plz🥺🥺🥺

[@christopherleadholm6677]

I totally remember that coin eating robot thing, btw. The good ol' days...

[@abrarsahil2476]

Can we add a kaggle data set for training for obstacle detection in Edge impulses?

[@NoodlesR6]

This is brilliant! Thank you

[@gonzalo8997]

Excellent video, very detailed. I have to do a similar project, and I'm not sure if this process would help me. I'd like to see the .ino codes used, the ones that came in the library (27: 35 and 27: 41). If someone has that .zip library, please send it so i would not have to do the model training just for checking. I'll write my email if you answer me. Thank you.

[@AungZawMoe-zh8fu]

What a great job sir. This vd help me a lot for my project. And what a cute robot ROBIE

[@erment55]

I follow your educational videos with great interest.I would be very happy if you could share a video on how to use the esp32 camera module in IoT Blynk 2.0.

[@AliHassan-jw5yq]

Hi, can you please guide me how we use esp32 cam for face detection and object detection in a single project??

[@raulsw9088]

Hi, you have very good projects. Can this object detection project be done with the Xiao esp32s3 sense?

[@Junior-fq8jo]

Hi Mr Bill thx for ur helpful video. I followed all the steps of your process but during that i have met a problem as :"error for the ardûino borad Ai thinker Esp32-cam. If u can help me thx😊

[@itamariliuk]

Amazing. Thank you so much.

[@LucasFerreira-qz1ib]

Hello, i've tried running this code on the arduino IDE, using the esp32 cam, but the code won't compile, perhaps it's a configuration issue in the ide?

[@jeffschroeder4805]

Another informative video - Thank You

[@renznormanpalma6312]

Might be new here, but I would like to ask if its possible to control other peripheral based from the label it detected?

[@mirekcolakov1730]

Hello, what is the upper limit of the amount of objects the library and EspCam can handle ??? thank you

[@keshav2136]

I've a ESP-32. I'll try it.

[@JensRapp]

stupid question.. did you ever try how many different classes you could detect using an esp32cam ?

[@HEILZEUS]

can i like, upload my own trained model onto edge impulse ? also, please mention that the auto labeller is enabled in your project because you have an enterprise edition and not the free community edition

[@darshanpatel805]

@Dronebotworkshop I like all your content can you please make video of speech recognition using ESP? Thank you

[@subhadradas9663]

Good Morning Sir, I am not getting good accuracy when I try to train the model with 4 classes of rice diseases .. can you help me with this

[@TxMxMxMxM]

I have been trying to do some research on this but haven't found answers yet. Can edge impulse be used for face recognition?

[@andrebullitt7212]

Dude, you are the coolest!

[@ibekwekingsley8538]

Is there a way to get the live feed video of the image classified in a bounding box?

[@rubialugattimoreira1978]

Perfect! Sharing knologe always.

[@SubhadraDas-l7g]

Good Morning. I am not getting an accuracy above 70% when I try to train the model for 4 classes of diseases. Can you help with the solution of how to increase the accuracy? I have tried hyperparameter tuning also , accuracy gets increased but not much.

[@GiC7]

Thanks, love the study

[@Abdul-bv4ku]

That's great! What was the frame rate achieved?

[@jamespletcher7574]

Clever outro!

[@callmeandoru2627]

Hi, I have the "Failed to allocate snapshot buffer error" How do I resolve it

[@strbikmartin]

Hi please help, I have downloaded the eloquentesp32 library but whenever I want to use any of its examples it says that no such file can be found or directory while I have it. Anything I could do to fix it? Thank you

[@azuzusy]

Did you manage to solve the problem?

[@sam-el]

How can object detection be implemented using de1-soc? I will like a guide please

[@terrificmenace]

Very informative 👏🏻 thank you 😊

[@stanwilliams7337]

Hi, I just found your site and have a question. I am working on automating my roll off roof observatory and have one big issue. I need a way to let the software I use know that my telescope is in it's "Parked" or "Home" position so the roof can open or close safely. I was thinking an ultrasonic or an IR sensor. Does one of these sound reasonable, or do you recommend something else? I am using an arduino board with sensors to say when the roof is open or closed. I am using NINA, RRCI and SkyRoof to operate a garage door opener to move the roof. Any suggestions would be greatly appreciated.

[@stanwilliams7337]

I received an email from you saying I won a prize. Is this from you or is it a phishing scam?

[@opdino8577]

i just have one question can the detection be with voice. like can the model speak what kind of object is in front

[@vivekent4422]

hey the eye board is not available i have an esp 32 its base and arduino is there any way i can still use edge impulse as these boards are not mentioned in the list of the software

[@ibekwekingsley8538]

Is there a way to view the live feed with the object detected in a bounding box