Tackling the Small Object Problem in Object Detection

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  • เผยแพร่เมื่อ 25 ธ.ค. 2024

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  • @MustafaAktasVEVO
    @MustafaAktasVEVO 4 ปีที่แล้ว +3

    Helpful video, thank you.
    Another way to augment data might be to go and get a high-resolution dataset and decrease its resolution so that it will be like small objects.

  • @NadavOssendryver
    @NadavOssendryver 4 ปีที่แล้ว +2

    Can you please help me, how to I add tiling at inference, and not only in the preprocessing?

    • @fedorlaputin9119
      @fedorlaputin9119 ปีที่แล้ว +1

      how did you solve that?

    • @wittman99
      @wittman99 9 หลายเดือนก่อน

      @@fedorlaputin9119looking at documentation you will need to pass &tile parameter and set to the size of tile which you used but this option does nothing and run inference on the whole image. Im trying to figure this out too.

  • @TheTacticalDood
    @TheTacticalDood ปีที่แล้ว

    I didn't get why we should filter null tiles. Shouldn't they help teach the model the "absence" of objects?

  • @zoroXgamings
    @zoroXgamings 3 ปีที่แล้ว

    I have 200mb of data as tfrecord file, while training efficientdet d7 , it stops