考察 ConvNets 与灵长类视觉皮层的表征相似性
计算机视觉与模式识别
2016-09-13 v1 神经元与认知
摘要
我们将几个具有不同深度和正则化技术的 ConvNets 与多单元猕猴 IT 皮层记录进行比较，并评估它们对与灵长类视觉皮层表征相似性的影响。我们发现，随着深度和验证性能的增加，ConvNet 特征更接近皮层 IT 表征。
引用
@article{arxiv.1609.03529,
title = {Examining Representational Similarity in ConvNets and the Primate Visual Cortex},
author = {Abhimanyu Dubey and Jayadeva and Sumeet Agarwal},
journal= {arXiv preprint arXiv:1609.03529},
year = {2016}
}
备注
4 pages, short abstract, Accepted to the Workshop on Biological and Artificial Vision, ECCV, 2016