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TUM about m2det HOT 4 CLOSED

vdigpku avatar vdigpku commented on September 2, 2024
TUM

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Comments (4)

muye5 avatar muye5 commented on September 2, 2024

Both TUM and SFAM are a little complex,it doesn't make sense why this architecture could speed up so fast. Both the hourglass TUM and fully connection attention are not friendly to speed. Wait for the code.

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qijiezhao avatar qijiezhao commented on September 2, 2024

TUM is a Thinned U-shape Module, it is not as slow as you think. The parameters of A TUM is even less than a Conv layer 1024x3x3x1024.
SFAM is also not as complex. First, concatenation; then implement SE attention for multi-scale features. Only 6 SE attentions. As a comparison, SE-ResNet101 have more and more SE attentions than ResNet101.

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leo-XUKANG avatar leo-XUKANG commented on September 2, 2024

i have tried it in darknet ,and where the network get deeper ,then the network will be slower,

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HoracceFeng avatar HoracceFeng commented on September 2, 2024

@leo-XUKANG very interesting try. I am also curious why M2DET will have such fast speed. Would you share your code of M2DET in darknet?

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