Understanding image representations by measuring their equivariance and equivalence

Despite the importance of image representations such as histograms of oriented gradients and deep Convolutional Neural Networks (CNN), our theoretical understanding of them remains limited. Aiming at filling this gap, we investigate three key mathematical properties of representations: equivariance,...

وصف كامل

التفاصيل البيبلوغرافية
المؤلفون الرئيسيون: Lenc, K, Vedaldi, A
التنسيق: Conference item
منشور في: IEEE 2015