20 citations · 22 across the 3 of their papers we have counts for
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cs.CV2022★ 2 cited
How Much More Data Do I Need? Estimating Requirements for Downstream Tasks
Rafid Mahmood, James Lucas, David Acuna +6
Given a small training data set and a learning algorithm, how much more data is necessary to reach a target validation or test performance? This question is of critical importance…
cs.CV2014★ 20 cited
Learning a Hierarchical Compositional Shape Vocabulary for Multi-class Object Representation
Sanja Fidler, Marko Boben, Ales Leonardis
Hierarchies allow feature sharing between objects at multiple levels of representation, can code exponential variability in a very compact way and enable fast inference. This makes…