ImageNet 二值网络精度排名表

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ImageNet using AlexNet

Towards Effective Low-bitwidth Convolutional Neural Networks

SBD: Training Binary Weight Networks via Semi-Binary Decomposition

ImageNet using ResNet-18 (W-weights, A-activation)

Bi-Real net 56.4%

TBN 55.6

Binary Ensemble 61.0%

ImageNet with Res-18 and Res-34

Binary Ensemble Neural Network: More Bits per Network or More Networks per Bit

ImageNet with Res-50

Towards Effective Low-bitwidth Convolutional Neural Networks

SBD: Training Binary Weight Networks via Semi-Binary Decomposition

Group-Net: Structured Binary Neural Networks for Accurate Image Classification and Semantic Segmentation

Group-Net: Structured Binary Neural Networks for Accurate Image Classification and Semantic Segmentation

Binary Ensemble Neural Network: More Bits per Network or More Networks per Bit?

CVPR2019

PQ+TS+Guided:

Towards Effective Low-bitwidth Convolutional Neural Networks CVPR2018

SBD: Training Binary Weight Networks via Semi-Binary Decomposition

ECCV2018

Bi-Real Net: Enhancing the Performance of 1-bit CNNs With Improved Representational Capability and Advanced Training Algorithm

ECCV2018

XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks

ECCV2016

Binarized Neural Networks

NIPS2016

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