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Releases: ethanhe42/channel-pruning

faster-RCNN 2X-4X Acceleration

10 Oct 21:24
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model AP@.50:.05:.95
faster-RCNN 36.7
faster-RCNN 2X 36.7
faster-RCNN 4X 35.1

click the link above to download prototxts. VGGx4.v2.caffemodel is the initial model for final model vggx4_iter_70000.caffemodel.

ResNet-50 2X acceleration

10 Oct 21:53
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we've released pruned ResNet-50 2X model:
resnet-50-cp.caffemodel, resnet-50-cp.prototxt .
Different from VGG-16 3C 4X, this model only used channel pruning algorithm.

model Speed-up Top-5 Top-1
ResNet-50 2X 90.8 72.3
ResNet-50 - 92.2 75.3

Feel free to test them and leave your comments.

channel pruning 5X released

10 Oct 19:37
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we've released pruned VGG-16 5X model:
channel_pruning.caffemodel, channel_pruning.prototxt .
Different from VGG-16 3C 4X, this model only used channel pruning algorithm.

model Speed-up Top-5 Top-1
VGG-16 5x 88.1 67.8

Feel free to test them and leave your comments.

VGG-16 3C4x caffemodel released

23 Aug 04:33
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we've released pruned VGG-16 3C 4X model: channel_pruning_VGG-16_3C4x.caffemodel, channel_pruning_VGG-16_3C4x.prototxt .

model Speed-up Top-5 Top-1
VGG-16 4x 89.8904 70.574

Feel free to test them and leave your comments.