TOP-1 accuracies on on ImageNet-1K dataset.

TOP-1 accuracies on on ImageNet-1K dataset.</p

The detail network structure of improved Bottleneck module with the attention mechanism.

The detail network structure of improved Bottleneck module with the attention mechanism.</p

Results on IMAGENET-100.

Results on IMAGENET-100.</p

Results on CIFAR-100.

Results on CIFAR-100.</p

Object detection based on different lightweight networks.

Object detection based on different lightweight networks.</p

Results for different position of attention module in bottleneck.

Results for different position of attention module in bottleneck.</p

Results for different lightweight networks on object detection.

Results for different lightweight networks on object detection.</p

Results for different position of improved bottleneck in network.

Results for different position of improved bottleneck in network.</p

Results on CIFAR-10.

Results on CIFAR-10.</p

The network structure of improved MobileNetV2.

The network structure of improved MobileNetV2.</p