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
11