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Inference scale on DINO model #242

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truong2710-cyber opened this issue Jan 5, 2024 · 2 comments
Open

Inference scale on DINO model #242

truong2710-cyber opened this issue Jan 5, 2024 · 2 comments

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@truong2710-cyber
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Hi everyone, I have a trained DINO-5scale model on my custom dataset and I want to infer on it.

But when I upscale all of the images to 2x, I notice that the AP score drop heavily. My dataset contains mainly people and vehicles from a camera. In contrast, I did the same upscaling with YOLOv5 or Faster-RCNN and observed the higher AP score when upscaling.
I think that it is due to the nature of Transformer-based model, but I'm not sure about that.
So why that happens? Thank you.

@pof1423
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pof1423 commented Jan 16, 2024

i also experienced same! when i down scaling with cv2, the map is almost close to 0. someone explain it please !!

@truong2710-cyber
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has anyone known the reason yet :(((

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