1.9k citations · 3.8k across the 11 of their papers we have counts for
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cs.CV2017★ 75 cited
DiracNets: Training Very Deep Neural Networks Without Skip-Connections
Sergey Zagoruyko, Nikos Komodakis
Deep neural networks with skip-connections, such as ResNet, show excellent performance in various image classification benchmarks. It is though observed that the initial motivation…
cs.CV2017★ 19 cited
Scaling the Scattering Transform: Deep Hybrid Networks
Edouard Oyallon, Eugene Belilovsky, Sergey Zagoruyko
We use the scattering network as a generic and fixed ini-tialization of the first layers of a supervised hybrid deep network. We show that early layers do not necessarily need to b…