Jetson Nano Custom Object Detection - how to train your own AI

Поделиться
HTML-код
  • Опубликовано: 16 сен 2024

Комментарии • 38

  • @jumill87
    @jumill87 2 года назад +1

    This is awesome, using Jetson Nano for my college senior project and dong AI object detection to detect whether someone is sitting in a chair or not.

  • @kenthemachinist4886
    @kenthemachinist4886 2 года назад +1

    Very good break down

  • @igoralves1
    @igoralves1 Год назад +1

    Thanks for the video. I would definitively pay for a deep course in AI/NVIDIA.

  • @RoboTecs
    @RoboTecs 2 года назад +1

    Excelent! Thanks for share!

  • @tk5782
    @tk5782 2 года назад +2

    For the bird table, could you combine detection, tracking and edge detection to identify the bird from the front/side, then detect when it turns and add those frames to the set of images for learning with the bounds and classification specified automatically? Great video by the way, I knew nothing about ML before this video, now I'm chomping at the bit and ready to get started!

  • @cmacks95
    @cmacks95 2 года назад +2

    This is a great reference video, im trying to identify the location of objects from an aerial view of about 30 feet up in "cells". Luckily all my objects land in a specific 6x6 foot square area at all times when they need to be detected. Would I be able to use less training images given the specific conditions of my vision area?

  • @Hybrid.Robotics
    @Hybrid.Robotics 3 года назад +1

    The term "grok" came about from the book Stranger In A Strange Land. 'PITA' means Pain In The Ass. :) ;) Now, you have learned two new terms you can use. ;) I expect to hear you use both of these real soon. ;0

  • @BikingChap
    @BikingChap Год назад

    Fascinating video, thank you. Sorry for the probably obvious question (I’m trying to get my head around the basics!) Once you have training images and the network has been trained on them does the network gain further ‘experience’ as you expose it to images for identification or is it’s knowledge now set in stone? Many thanks!

  • @tk5782
    @tk5782 2 года назад +3

    Have you done any work with sensor fusion, using multiple input types to build a model? For example image and audio? Or even visible light and IR cameras?

    • @kevinmcaleer28
      @kevinmcaleer28  2 года назад +1

      I’ve not done any sensor fusion, yet!

    • @tk5782
      @tk5782 2 года назад

      @@kevinmcaleer28... "yet" 😁😁❤️

  • @TheArcanis87
    @TheArcanis87 3 года назад +1

    The raspicam V1.3 didn't work for me either. Apparently the jetson nano only support the raspicam V2 (sensor IMX219) out of the box. I was able to get a regular USB camera to work.

  • @jardelvieira8742
    @jardelvieira8742 Год назад

    How can I plot and visualize the train and test charts? I want to do is to show the results of training (“loss” and “accuracy”) into a graphic (“loss” vs" epochs" / “accuracy” vs “epochs”) and create a" confusion matrix".

  • @snowphrall2116
    @snowphrall2116 Год назад +1

    this examples can run with the 2gb ram version?

  • @sylvesterthethird4985
    @sylvesterthethird4985 Год назад

    Hello after training my custom datasheet and exporting it to onnx it give me an error ssting OSERROR: couldnt fund valid .pth checkpoint under 'models/TuodMango'

  • @SijuManuel
    @SijuManuel 2 года назад +1

    Is it possible to do transfer learning from video instead of camera?

    • @kevinmcaleer28
      @kevinmcaleer28  2 года назад

      It would need to be still images for transfer learning, so you could use video as long as you can freeze frame it to outline the image to be captured. I don't think there is a way round the hard work required to build the library of images for learning.

  • @SuperLefty2000
    @SuperLefty2000 3 года назад +1

    Hi Kevin, if i have a large dataset of thousands of images. How can you train that? Using the asset capture tool will take forever to complete? Is there any tool for that?

    • @kevinmcaleer28
      @kevinmcaleer28  3 года назад

      Thats the bit that can't be done automatically unfortunately. I'm not aware of a tool that can do that!

  • @helmijani7501
    @helmijani7501 9 месяцев назад

    Hi kevin, i subscribe you. how to make a program in 28:17 using csi camera?

  • @jardelvieira8742
    @jardelvieira8742 Год назад

    How can I train a model in Colab or on a GPU computer and then use the model on Jetson Nano?

  • @FranchLorilla
    @FranchLorilla 2 года назад +1

    Hi what streaming app did you use and slides for the presentation?

    • @FranchLorilla
      @FranchLorilla 2 года назад

      you have a beautiful presentation

    • @kevinmcaleer28
      @kevinmcaleer28  2 года назад +1

      I use Apple Keynote for slides and Ecamm Live for live-streaming

  • @coolchap22
    @coolchap22 2 года назад +1

    Hi Kevin, trying to inference more than 25 objects in an image.. Any idea how that limit can be removed?

    • @kevinmcaleer28
      @kevinmcaleer28  2 года назад

      I'm not sure where the limitation exists, that might be a tensorflow thing

  • @jardelvieira8742
    @jardelvieira8742 Год назад +1

    Did you use power point?

  • @GAment_11
    @GAment_11 2 года назад

    Thanks for the video. One question---have you learned how to run the custom model from a python 3 script (not just from terminal)? I am attempting to adapt the sample tutorial from "Jetson AI Fundamentals S3E4" provided by NVIDIA (its on youtube and a good reference), which runs a pre-trained model from a 10 line python script. That said, it would be very useful to do the same for custom models.

  • @shivkumar-no6nk
    @shivkumar-no6nk 2 года назад +1

    hi kevin McAleer san i can able to execute for my custom data but i want to stream the detection in rtsp vlc can you help me for getting rtsp

    • @kevinmcaleer28
      @kevinmcaleer28  2 года назад

      the best way to get help is to join our discord group - lots of smart people in there who can help: action.smarsfan.com/join-discord

  • @baehr4308
    @baehr4308 Год назад

    I am getting that same error that you ran into at 49:46 , but you did not go through any solution for it. Anyone get this issue? i cannot find it online

  • @Hybrid.Robotics
    @Hybrid.Robotics 3 года назад +1

    If you are not making mistakes you have no opportunity to learn. ;) Hurry up and make a misteak so you can get on to the next one! ;)

  • @cullenbuteau2143
    @cullenbuteau2143 3 года назад

    Can you make a skill were we can listen to music

  • @brianfette8947
    @brianfette8947 3 года назад

    Watched 45 minutes just for him to fail. Not worth it.

    • @kevinmcaleer28
      @kevinmcaleer28  3 года назад

      Fail? Can you explain - the demo works fine

    • @tk5782
      @tk5782 2 года назад

      Welcome to the world of software engineering! :) The demo was great, even if some of the commands didn't execute