105 citations · 436 across the 29 of their papers we have counts for
Showing 2019Show all
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cs.CV2019★ 97 cited
Self-labelling via simultaneous clustering and representation learning
Yuki Markus Asano, Christian Rupprecht, Andrea Vedaldi
Combining clustering and representation learning is one of the most promising approaches for unsupervised learning of deep neural networks. However, doing so naively leads to ill p…
cs.CV2019★ 105 cited
A critical analysis of self-supervision, or what we can learn from a single image
Yuki M. Asano, Christian Rupprecht, Andrea Vedaldi
We look critically at popular self-supervision techniques for learning deep convolutional neural networks without manual labels. We show that three different and representative met…