Joint training of generic CNN-CRF models with stochastic optimization

We propose a new CNN-CRF end-to-end learning framework, which is based on joint stochastic optimization with respect to both Convolutional Neural Network (CNN) and Conditional Random Field (CRF) parameters. While stochastic gradient descent is a standard technique for CNN training, it was not used f...

Disgrifiad llawn

Manylion Llyfryddiaeth
Prif Awduron: Kirillov, A, Schlesinger, D, Zheng, S, Savchynskyy, B, Torr, P, Rother, C
Fformat: Conference item
Cyhoeddwyd: Springer, Cham 2017