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May, 2007
多维递归神经网络
Multi-Dimensional Recurrent Neural Networks
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Alex Graves, Santiago Fernandez, Juergen Schmidhuber
TL;DR
本文介绍了多维循环神经网络 (MDRNNs) 的概念,扩展了循环神经网络 (RNNs) 在视觉、视频处理、医疗影像等领域的应用,同时避免了其它多维模型所面临的缩放问题。笔者提供了两个图像分割任务的实验结果。
Abstract
recurrent neural networks
(RNNs) have proved effective at one dimensional
sequence learning
tasks, such as speech and online handwriting recognition. Some of the properties that make RNNs suitable for such tasks,
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