Balanced Binary Neural Networks with Gated Residual

26 Sep 2019 Mingzhu Shen Xianglong Liu Ruihao Gong Kai Han

Binary neural networks have attracted numerous attention in recent years. However, mainly due to the information loss stemming from the biased binarization, how to preserve the accuracy of networks still remains a critical issue... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Image Classification ImageNet BBG (ResNet-34) Top 1 Accuracy 62.6% # 178
Top 5 Accuracy 84.1% # 111
Image Classification ImageNet BBG (ResNet-18) Top 1 Accuracy 59.4% # 180
Top 5 Accuracy 81.3% # 113

Methods used in the Paper