209 citations · 917 across the 34 of their papers we have counts for
3 papers · 1 filter
Multi-scale recognition with DAG-CNNs
Songfan Yang, Deva Ramanan
We explore multi-scale convolutional neural nets (CNNs) for image classification. Contemporary approaches extract features from a single output layer. By extracting features from m…
Depth-based hand pose estimation: methods, data, and challenges
James Steven Supancic, Gregory Rogez, Yi Yang +2
Hand pose estimation has matured rapidly in recent years. The introduction of commodity depth sensors and a multitude of practical applications have spurred new advances. We provid…
Do We Need More Training Data?
Xiangxin Zhu, Carl Vondrick, Charless Fowlkes +1
Datasets for training object recognition systems are steadily increasing in size. This paper investigates the question of whether existing detectors will continue to improve as dat…