Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Learning deeper convolutional neural networks becomes a tendency in recent years. Hover, many empirical evidences suggest that performance improvement cannot be gained by simply stacking more layers. ,  consider the issue from an information theoretical perspective, and propose a novel method Relay Backpropagation, that encourages the propagation of effective information through the network in training stage. By virtue of the method,  achieved the first place in ILSVRC 2015 Scene Classification Challenge. Extensive experiments on two challenging large scale datasets demonstrate the effectiveness of our method is not restricted to a specific dataset or network architecture. Our models will be available to the research community later.
['Li Shen', 'Zhouchen Lin', 'Qingming Huang']
I am writing a research paper on a idea Relay Backpropagation for Effective Learning of Deep Convolutional Neural Networks
[{"from": "human", "value": "I am writing a research paper on a idea Relay Backpropagation for Effective Learning of Deep Convolutional Neural Networks"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Learning deeper convolutional neural networks becomes a tendency in recent years. Hover, many empirical evidences suggest that performance improvement cannot be gained by simply stacking more layers. ,  consider the issue from an information theoretical perspective, and propose a novel method Relay Backpropagation, that encourages the propagation of effective information through the network in training stage. By virtue of the method,  achieved the first place in ILSVRC 2015 Scene Classification Challenge. Extensive experiments on two challenging large scale datasets demonstrate the effectiveness of our method is not restricted to a specific dataset or network architecture. Our models will be available to the research community later."}]