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An encoding layer that can improve CNN performance on Image classification tasks.

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Spatial-NetVLAD

  • An encoding layer that can improve CNN performance on Image classification tasks.

Architecture

       


Performance comparisons

Pre-trained CNN Pooling/Encoding layer Accuracy
MoblieNet Avg-pooling 93.3%
MoblieNet NetVLAD 95.7%
MoblieNet Spatial-NetVLAD 96.7%

Pre-trained CNN Pooling/Encoding layer Accuracy
Vgg16 Avg-pooling 78.3%
Vgg16 NetVLAD 79.7%
Vgg16 Spatial-NetVLAD 86.9%

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An encoding layer that can improve CNN performance on Image classification tasks.

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