YOLO11: How to Train for Object Detection on a Custom Dataset | Step-by-step guide

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  • Опубликовано: 10 янв 2025

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  • @RichMiniön-r2m
    @RichMiniön-r2m 2 месяца назад +7

    you guys are going to blow up
    cheers😉

  • @ericlyons11
    @ericlyons11 2 месяца назад +5

    One of the best videos on yolo. Thanks. I would love to see a similar video on training pose/key point data. Especially how to look at the training result metrics and optimize the training for the key points. Currently I'm having trouble training a custom key point dataset on normal objects that don't have skeletons. Yolo is finding the objects but the key points are not in the correct place.

    • @Roboflow
      @Roboflow  2 месяца назад

      You mean YOLO11 pose?

    • @ericlyons11
      @ericlyons11 2 месяца назад

      @@Roboflow Yes. I'm trying to train a custom pose dataset to calculate the orientation between the keypoints. But currently I'm having trouble getting the keypoints to be detected in the correct place. Thanks.

  • @qazijawad6451
    @qazijawad6451 Месяц назад

    Great explanation bro.. Exact and to the point🙌

  • @abhishekfnu7455
    @abhishekfnu7455 2 месяца назад +1

    Thank you so much for this brilliant video.

    • @Roboflow
      @Roboflow  2 месяца назад

      Thanks a lot for kind words!

  • @tomaszbazelczuk4987
    @tomaszbazelczuk4987 2 месяца назад +1

    great video as usual

  • @구연산-y2l
    @구연산-y2l 2 месяца назад +1

    Informative video 🎉

  • @ah-lx9xi
    @ah-lx9xi 24 дня назад

    Thanks for explaining, have questions if you could explain please;
    1) in real-time can you get Yolo 11 with c++ to issue a message on the detected object? Example "the detected object is a football".
    2) can with c++ get the location be issued in a message? Example location of detected football is in the middle of picture ".

  • @arafatmuktadir
    @arafatmuktadir Месяц назад

    36:04, if the batch size is 10 (not the epoch), the number of iteration would be 100 in order to go through 1000 images.

  • @sharathsrinivasan1
    @sharathsrinivasan1 Месяц назад +1

    Thanks for sharing,, very usefull... btw,, I love your linux prompt.. can you share the configuration for it?

  • @repswithroscoe
    @repswithroscoe 2 месяца назад +3

    Can we please get a Flutter plugin for YOLO that is similar to flutter_vision but updated for YOLO 11?

    • @Roboflow
      @Roboflow  2 месяца назад +4

      I'm not so good at mobile programming.... I only had a few classes with Android and Swift at university a few years ago. But it sounds interesting, can you give me some details, I can look around.

  •  Месяц назад

    nice video, i have a question that how to check a model on video in colab ?
    anyone knows or any tutrioal on it

  • @hebertwattimena5170
    @hebertwattimena5170 Месяц назад

    where u get the name of your workspace in 1:03:15

  • @ВиталийИщенко-ь4к
    @ВиталийИщенко-ь4к Месяц назад

    I need detect near 10 object classes and work as fast as possible in real time, and second variant not fast but with maximum accuracy. Can you give me advice? may be specific yolo version?

  • @adriansupp8070
    @adriansupp8070 2 месяца назад +2

    Hi! Currently working on a computer vision project about vehicles. Can you share how do I deploy YOLO11 on Jetson Nano c100 (csi camera)? Is this possible?

    • @Roboflow
      @Roboflow  2 месяца назад

      I recorded this tutorial some time ago:
      ruclips.net/video/X9jt8qb_igo/видео.html I’m not sure if it’s still up to date :/

  • @martinso246
    @martinso246 Месяц назад

    1:03:16 how did you paste the code?

  • @nguyenthidiemhuongk17ct53
    @nguyenthidiemhuongk17ct53 2 месяца назад +2

    Suppose my dataset is in the form of yolo, if I have divided it into train, valid, test, and the image may have many labels, how can I balance it? Please help me

    • @Roboflow
      @Roboflow  2 месяца назад

      Are you talking about class balance? That some classes are over/under represented?

    • @nguyenthidiemhuongk17ct53
      @nguyenthidiemhuongk17ct53 2 месяца назад

      @@Roboflow yasss, i want to balance the class:(

  • @sofiacollado5807
    @sofiacollado5807 2 месяца назад +1

    I'm working on using YOLOv11 for food ingredients detection, may I ask could Roboflow API host it or it is not supported for deployment, as I need the python sdk for inference calls?

    • @Roboflow
      @Roboflow  2 месяца назад

      Yup! Roboflow can host the model and you can just run inference over the API.

  • @RaviShankerSingh-rt6ui
    @RaviShankerSingh-rt6ui 2 месяца назад +1

    Label issue:
    I’m currently working with millions of images across several classes and I'm looking for a way to automate labeling in YOLO format.
    Experiment:
    I tried training with a small dataset, I noticed that around 50 objects were missed to labeled due to low visibility or ignore by model.
    Advise:
    Do you have any suggestions for tools or libraries that could help auto-label unseen images from the internet? I’d appreciate any recommendations you might have!

    • @Roboflow
      @Roboflow  2 месяца назад

      Really cool problem to solve. Can you tell me how many classes you need to detect? What is your task? Do you need to train the model or just annotate the data? If you need to train the model what is the expected speed? Does the model need to run in real time?

    • @RaviShankerSingh-rt6ui
      @RaviShankerSingh-rt6ui 2 месяца назад

      @@Roboflow I'm developing a model focused on accurate measurements and advanced capabilities, typically handling 10+ classes per instance. We're looking to train it with YOLO to enhance object detection and key feature extraction. However, our dataset isn't annotated in YOLO format. Could you suggest any tools, libraries, or strategies to automate or streamline the annotation process, especially for large datasets?

  • @abhinavvyas3143
    @abhinavvyas3143 2 месяца назад

    how can i deploy my model to a security camera? and save all the results in a .txt file?

  • @TamilAmirthamNagarajan
    @TamilAmirthamNagarajan 13 дней назад

    Bro.. How can i reach you for asking doubts? any channels available to reach out you?

  • @SwekeR4603
    @SwekeR4603 2 месяца назад +1

    day sorted🤩

  • @aneerimmco
    @aneerimmco 2 месяца назад

    good tutorial :)

  • @codures
    @codures 2 месяца назад

    31:58 it's *relative path to absolute path*, not "global" 😉.

    • @Roboflow
      @Roboflow  2 месяца назад +1

      Oh. I really can’t call it global?

    • @codures
      @codures 2 месяца назад

      ​@@Roboflow you may call it any way you like, it's your call 😁. "global path" refers most times to the $path env var, in both windows and nix systems.
      Edit: very nice and complete video.

  • @PriyankBolia
    @PriyankBolia 2 месяца назад

    Can we use the models of yolo 11 with tensorflow js, I mean run in browser using JS or WASM, instead of python. Or alternatively is there something that can run the model without having to install each dependency on android or PC and expose some api endpoint or terminal commands.

    • @Roboflow
      @Roboflow  2 месяца назад

      You can export YOLO11 model to TF.js docs.ultralytics.com/integrations/tfjs/#how-do-i-export-ultralytics-yolo11-models-to-tensorflowjs-format, but I’m pretty sure you can export is to ONNX and run in web runtime as well: onnxruntime.ai/docs/get-started/with-javascript/web.html.

  • @usamasadiq1681
    @usamasadiq1681 2 месяца назад

    Hi! my laptop has Cuda 12.4 installed will the pytorch with cuda124 work with Yolo11 or do I need to install the cuda 11.6 Toolkit? i am using WSL2.

    • @Roboflow
      @Roboflow  2 месяца назад

      Version should match your hardware. So install PyTorch with 12.4 support.

    • @vladkor5272
      @vladkor5272 2 месяца назад

      I had the same problem as you. Solved it by installing cuda 11.6. This is the latest version of cuda supported by pytorch

  • @ZeryanGuerra
    @ZeryanGuerra 2 месяца назад

    Awesome.

  • @brianlamport7575
    @brianlamport7575 2 месяца назад +1

    I need help integrating my model with a website I built.

    • @Roboflow
      @Roboflow  2 месяца назад

      What model are you using? What's the website you are building? Do you run the model on client side or on server?

    • @brianlamport7575
      @brianlamport7575 2 месяца назад

      @Roboflow Thank you for responding. I built a small website of object detection that Identifies insect species. Prepared dataset using roboflow trained both internally and externally using yolov9. Currently it is just running on my laptop then later on I will try deploy it on an external server.

    • @KammzTV
      @KammzTV 2 месяца назад

      Hi, does your ia do real-time detection? If so, how did you do it? I'm currently working on an object detection application and I need to use my phone's camera to detect objects in real time. Thanks

  • @HalesAi
    @HalesAi 2 месяца назад

    Hello Peter, I have a small project I would like to discuss with you or any expert on your side to see if the project is feasible and also what it would take to get you to build. How can I reach you directly?

    • @Roboflow
      @Roboflow  2 месяца назад

      Hi 👋🏻 you can try describe everything here. I’ll try to help in the comments. I don’t really do any consulting in DMs :/

  • @uyendang3723
    @uyendang3723 2 месяца назад

    Can I use COCO format label for YOLO11?

    • @Roboflow
      @Roboflow  2 месяца назад +1

      Not directly. But you can covert your coco dataset to yolo format.

  • @raymond_lazer
    @raymond_lazer 2 месяца назад

    Rock N Roll !!

  • @Lanre4pf
    @Lanre4pf 2 месяца назад

    How can i use the trained model for real time detection

    • @Roboflow
      @Roboflow  2 месяца назад

      We don’t have YOLO11 real time detection tutorial yet; but it is almost the same as YOLOv8. Take a look here: ruclips.net/video/QV85eYOb7gk/видео.htmlsi=VvCvE7KPCrPb0k8A

  • @Geoffrey-8814
    @Geoffrey-8814 2 месяца назад

    From the video cover, I thought that YOLOv11 utilized a transformer architecture😂

    • @Roboflow
      @Roboflow  2 месяца назад +1

      I was worried people may look at this cover and think so :/

  • @covelus
    @covelus 27 дней назад

    Sorry, but these notknowing what a float point number is, should NOT be doing this... It is not just following a video or a recype to do DL

  • @covelus
    @covelus 27 дней назад

    Sorry, but these not knowing what a float point number or a class ID (or one-hot encoding) are, should NOT be doing this... It is not just following a video or a recipe to do DL, many times you will have to decide on what method to chose, tune hyper-parameters (these also probably do not know this word), etc...

  • @faustozambrano4901
    @faustozambrano4901 23 дня назад

    Yeah...Will roboflow keep your images afterwards? Yes Sir...Will they give them back?...probably not!...in Any case, Thank you for the tutorial... good Stuff!!

  • @rosemutegi8830
    @rosemutegi8830 2 месяца назад

    Thanks for video, am stuck on how you tested the model using other data need you input; yolo detect predict source=/content/drive/MyDrive/assets/Test Model=/content/runs/detect/train3/weights/best.pt;!yolo detect predict source=/content/drive/MyDrive/assets/Test Model=/content/runs/detect/train3/weights/best.pt

    • @Roboflow
      @Roboflow  2 месяца назад

      Did you got any error when running this command?

    • @rosemutegi8830
      @rosemutegi8830 2 месяца назад

      @@Roboflow Yes need help, training my data was okay but on using model to test getting errors

  • @fromcollegetopro
    @fromcollegetopro Месяц назад

    What’s your LinkedIn? I’d like to connect