1 code implementation • ICCV 2021 • Mandela Patrick, Yuki M. Asano, Bernie Huang, Ishan Misra, Florian Metze, Joao Henriques, Andrea Vedaldi
First, for space, we show that spatial augmentations such as cropping do work well for videos too, but that previous implementations, due to the high processing and memory cost, could not do this at a scale sufficient for it to work well.
1 code implementation • 22 Jun 2020 • Xu Ji, Joao Henriques, Tinne Tuytelaars, Andrea Vedaldi
Replay in neural networks involves training on sequential data with memorized samples, which counteracts forgetting of previous behavior caused by non-stationarity.
no code implementations • 1 Apr 2019 • Samuel Albanie, James Thewlis, Sebastien Ehrhardt, Joao Henriques
The theory of deep learning is now considered largely solved, and is well understood by researchers and influencers alike.