How to detect small objects with SAHI and YOLO

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  • เผยแพร่เมื่อ 2 ก.ค. 2024
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    In this video 📝 we are going to take a look at how you can do object detection on small objects with SAHI and YOLO. The idea is the divide the image into tiles and slide it over the image to do predictions on each tile instead of the full image. There are always trade-offs between accuracy and speed but this is a nice approach and framework to detect very small objects which can't be done with just a single model pass.
    If you enjoyed this video, be sure to press the 👍 button so that I know what content you guys like to see.
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    Timestamps:
    0:00 Intro
    0:58 SAHI Github Repo
    5:01 Model Setup
    6:01 Standart Inference with YOLOv5
    6:41 Slicing Code
    8:49 Results Standart Inference
    10:48 Results Slicing Inference
    12:26 Extract the Prediction Results
    14:43 Batch Prediction
    16:18 Outro
    Tags: #SAHI #ObjectDetection #SmallObjects #yolov9
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ความคิดเห็น • 19

  • @NicolaiAI
    @NicolaiAI  3 หลายเดือนก่อน +3

    Join My AI Career Program
    👉 www.nicolai-nielsen.com/aicareer
    Enroll in My School and Technical Courses
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  • @DPELHYSalmanFaizi
    @DPELHYSalmanFaizi 3 หลายเดือนก่อน +2

    Thanks for sharing ❤

    • @NicolaiAI
      @NicolaiAI  3 หลายเดือนก่อน +1

      Thanks for watching!

  • @furkanacan1156
    @furkanacan1156 2 หลายเดือนก่อน +2

    Can we track objects using the SAHI algorithm in yolov8?

    • @NicolaiAI
      @NicolaiAI  2 หลายเดือนก่อน +1

      Yeah you will just need to combine this code with tracking. I have a new video coming out later and then tracking on top of that

  • @DPELHYSalmanFaizi
    @DPELHYSalmanFaizi 3 หลายเดือนก่อน

    Hi I'm Salman Faizi.
    I have been watching your videos since 6 months and wonder how do you manage everything like your learning, YT videos,and personal life.
    Could you please tell me how do get to learn a lot of things.. Thanks in advance and sorry if I asked you something that don't want to share...
    Love from my side ❤

  • @meriembenhafri7566
    @meriembenhafri7566 หลายเดือนก่อน +1

    hello sir thank you for this video can i use sahi with faster r cnn instead ?

    • @NicolaiAI
      @NicolaiAI  หลายเดือนก่อน

      Yeah check out my newer video with sahi

    • @meriembenhafri7566
      @meriembenhafri7566 25 วันที่ผ่านมา

      @@NicolaiAI thank you so much sir

  • @naidinp
    @naidinp 3 หลายเดือนก่อน +1

    Hi Nicolai,
    I dont understand, you will do an example for camera streaming also ?
    Thx for you videos ❤

    • @NicolaiAI
      @NicolaiAI  3 หลายเดือนก่อน +1

      Yup cover all of it in upcoming videos

    • @naidinp
      @naidinp 3 หลายเดือนก่อน +1

      @@NicolaiAI…YOU ROCK 🤘

    • @NicolaiAI
      @NicolaiAI  3 หลายเดือนก่อน

      @@naidinp thanks a ton! Appreciate you watching

    • @naidinp
      @naidinp 3 หลายเดือนก่อน +1

      @@NicolaiAI….almost all your videos…..even sometimes is too difficult for me…..but a try to understand.

    • @NicolaiAI
      @NicolaiAI  3 หลายเดือนก่อน +1

      @@naidinp that’s so cool! You just gotta keep going and you’ll learn a ton along the way

  • @umutcelik9821
    @umutcelik9821 3 หลายเดือนก่อน +1

    nj

    • @NicolaiAI
      @NicolaiAI  3 หลายเดือนก่อน

      Thanks man!