Search Results for author: Gabriëlle Ras

Found 3 papers, 0 papers with code

Explainable 3D Convolutional Neural Networks by Learning Temporal Transformations

no code implementations29 Jun 2020 Gabriëlle Ras, Luca Ambrogioni, Pim Haselager, Marcel A. J. van Gerven, Umut Güçlü

Finally, we implicitly demonstrate that, in popular ConvNets, the 2DConv can be replaced with a 3TConv and that the weights can be transferred to yield pretrained 3TConvs.

Image Classification

Background Hardly Matters: Understanding Personality Attribution in Deep Residual Networks

no code implementations20 Dec 2019 Gabriëlle Ras, Ron Dotsch, Luca Ambrogioni, Umut Güçlü, Marcel A. J. van Gerven

It is important that we understand the driving factors behind the predictions, in humans and in deep neural networks.

Temporal Factorization of 3D Convolutional Kernels

no code implementations9 Dec 2019 Gabriëlle Ras, Luca Ambrogioni, Umut Güçlü, Marcel A. J. van Gerven

3D convolutional neural networks are difficult to train because they are parameter-expensive and data-hungry.

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