An Intriguing Failing of Convolutional Neural Networks and the CoordConv Solution

An Intriguing Failing of Convolutional Neural Networks and the CoordConv Solution Uber uses convolutional neural networks in many domains that could potentially involve coordinate transforms, from designing self-driving vehicles to automating street sign detection to build maps and maximizing the efficiency of spatial movements in the Uber Marketplace. In deep learning, few ideas have experienced

[elu_18]

CNNが位置情報の推定タスクに弱いことを突き止め、その解決方法を提案した研究。CNNでは座標をDeconvolutionして2次元マップ上の位置を復元するというタスク難しいことを確認。これはフィルターが位置情報を知らないためで