60 citations · 150 across the 9 of their papers we have counts for
3 papers · 1 filter
Hot Swapping for Online Adaptation of Optimization Hyperparameters
Kevin Bache, Dennis DeCoste, Padhraic Smyth
We describe a general framework for online adaptation of optimization hyperparameters by `hot swapping' their values during learning. We investigate this approach in the context of…
HD-CNN: Hierarchical Deep Convolutional Neural Network for Large Scale Visual Recognition
Zhicheng Yan, Hao Zhang, Robinson Piramuthu +4
In image classification, visual separability between different object categories is highly uneven, and some categories are more difficult to distinguish than others. Such difficult…
Fast Approximate Matching of Cell-Phone Videos for Robust Background Subtraction
Raffay Hamid, Atish Das Sarma, Dennis DeCoste +1
We identify a novel instance of the background subtraction problem that focuses on extracting near-field foreground objects captured using handheld cameras. Given two user-generate…