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--- projects:localnn:start [2015/02/11 01:56] – created hj
+++ projects:localnn:start [2015/05/11 20:12] (current) – hj
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 ===== Locally Connected Neural Networks =====
+{{ :projects:localnn:screen_shot_2015-02-11_at_11.03.36_am.png?0x250 |LCNN}}
+\\
+\\
+Inspired by the lateral inhibition in biological neuron networks, we
+propose a novel neural network architecture, namely locally connected deep neural
+network (LCNN), which imposes local connections within the neighboring neurons
+in the same layer in order to imitate the lateral inhibition.
+  * Our maxout neuron based LCNN can achieve a 0.79% classfication error rate on the MNIST task without using pretraining and data augmentation.
+  * Our ReLU based LCNN can achieve a 15.0% word error rate in speech recognition on the Switchboard database.
+ To our knowledge, both results set the new state of the art performance on these tasks under similar training conditions.
+**Reference:**\\
+[1] //Shiliang Zhang, Hui Jiang, Li-Rong Dai and Si Wei//, ``Locally Connected Deep Neural Networks,'' submitted to //Neural Networks//, 2015.