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Why did you write ASPP in sequential manner with skip connections? #47

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aj96 opened this issue Feb 18, 2020 · 2 comments
Open

Why did you write ASPP in sequential manner with skip connections? #47

aj96 opened this issue Feb 18, 2020 · 2 comments

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@aj96
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aj96 commented Feb 18, 2020

I thought the original idea of ASPP was to have parallel convolutions with varying dilation rates and then concatenate them all together. But you do ASPP in a sequential manner with skip connections. Do you have specific reasoning for this? Judging from the ablation experiments, it seems like the ASPP did not have much of an effect.

@cogaplex-bts
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DASPP used in our work is from Yang et al, "DenseASPP for Semantic Segmentation in Street Scenes," CVPR 2018.
In our experiments, it does give much improvement in performance.

@shkr
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shkr commented Oct 19, 2020

Is the usage of DASPP specifically good for Street Scenes and 720 pixel focal length ?

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