How to detect small objects with SAHI and YOLO

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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.
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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

[@NicolaiAI]

Join My AI Career Program 👉 www.nicolai-nielsen.com/aicareer Enroll in My School and Technical Courses 👉 www.nicos-school.com

[@DPELHYSalmanFaizi]

Thanks for sharing ❤

[@NicolaiAI]

Thanks for watching!

[@DPELHYSalmanFaizi]

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 ❤

[@furkanacan1156]

Can we track objects using the SAHI algorithm in yolov8?

[@NicolaiAI]

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

[@meriembenhafri7566]

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

[@NicolaiAI]

Yeah check out my newer video with sahi

[@meriembenhafri7566]

@@NicolaiAI thank you so much sir

[@naidinp]

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

[@NicolaiAI]

Yup cover all of it in upcoming videos

[@naidinp]

@@NicolaiAI…YOU ROCK 🤘

[@NicolaiAI]

@@naidinp thanks a ton! Appreciate you watching

[@naidinp]

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

[@NicolaiAI]

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

[@umutcelik9821]

nj

[@NicolaiAI]

Thanks man!