Chadrick's Blog

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January 2021

deep learning

paper review: “Path Aggregation Network for Instance Segmentation”

arxiv: https://arxiv.org/abs/1803.01534

key point

this paper propose a network structure(“PANet”) with bottom up path augmentation and a few other tweak methods which results in better instance segmentation performance.

(more…)
By admin, 2 years2 years ago
deep learning

paper review: “CBAM: Convolutional Block Attention Module”

arxiv: https://arxiv.org/pdf/1807.06521.pdf

key point

trying to attach attention module to CNN. but instead of blindly attaching it which would compute a 3D attention map which is computationally expensive, this work proposes to compute spatial attention and channel attention separately which achieves a similar effect with much less parameters.

(more…)
By admin, 2 years ago
deep learning

paper review: Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition

arxiv: https://arxiv.org/abs/1406.4729

key points

pools a fixed number of features from final feature map of backbone which can be fed to the dense layer afterwards, thus allowing network to work in a non-fixed input size manner.

(more…)
By admin, 2 years ago
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