Sökning: "group equivariance"
Hittade 2 uppsatser innehållade orden group equivariance.
1. More efficient training using equivariant neural networks
Uppsats för yrkesexamina på avancerad nivå, Uppsala universitet/Avdelningen Vi3Sammanfattning : Convolutional neural networks are equivariant to translations; equivariance to other symmetries, however, is not defined and the class output may vary depending on the input's orientation. To mitigate this, the training data can be augmented at the cost of increased redundancy in the model. LÄS MER
2. Group Invariant Convolutional Boltzmann Machines
Master-uppsats, Göteborgs universitet/Institutionen för matematiska vetenskaperSammanfattning : We investigate group invariance in unsupervised learning in the context of certain generative networks based on Boltzmann machines. Specifically, we introduce a generalization of restricted Boltzmann machines which is adapted to input data that is acted upon by any compact group G. LÄS MER