How to Use SAHI Tiling Windows to Detect Small Objects with YOLOv8 or ANY Object Detection Model

[@NicolaiAI]

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[@jaidityakapoor6801]

Can we do this on a custom dataset ?

[@АльбертИванов-ц4х]

is it the same as Sahi or different approach ? where to find code ?

[@NicolaiAI]

The underlying code behind Sahi. Same approach. Code is on my GitHub, I have forgotten to include the link..

[@RonalRomeroVergel]

is there any way to do that in real time??

[@NicolaiAI]

Yes with optimized models and good hardware. I’m still running this at 25 fps with 4-6 tiles on a 4090. You can get good speed up with optimization frameworks

[@alihan_ozturk]

Why didn't you set the windows as a batch and run them through the model all at once?

[@cyvision]

Awesome can we use this to segment small objects? @NicolaiAI

[@NicolaiAI]

Yeah you can use it with any detection model, object detection, segmentation etc

[@cyvision]

​@@NicolaiAI thanks. how about saving annotation .txt file? do u have plan to add this to your code?

[@illink7]

@@NicolaiAI Hi thank you for this video, I have already researshed dozen of sites but I can't find solution how to combine segmentation model + sahi. Could you provide more information or write me please🙏🙌