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Combine with ASL about csra HOT 2 CLOSED

kevinz-code avatar kevinz-code commented on August 20, 2024
Combine with ASL

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Comments (2)

Kevinz-code avatar Kevinz-code commented on August 20, 2024

Hi,
Thanks for reading.

Actually, we have tried to combine MHA with various of loss functions (e.g. Focal, ASL, etc). But they rarely bring about performance gain (mostly decrease). Still, ASL only did improve the result.

It can be hard to increase the performance by combining different methods when the mAP is already very high. For example, 94.7mAP (in our paper) might be the upper bound of VOC2007 with 448 resolution and ResNet-101 pytorch official backbone. The most possible way to improve it can be larger resolution, data aug, etc.

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catherinezll95 avatar catherinezll95 commented on August 20, 2024

Thanks~😊

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