3 papers
cs.LG2018
A Less Biased Evaluation of Out-of-distribution Sample Detectors
Alireza Shafaei, Mark Schmidt, James J. Little
In the real world, a learning system could receive an input that is unlike anything it has seen during training. Unfortunately, out-of-distribution samples can lead to unpredictabl…
cs.CV2016
Play and Learn: Using Video Games to Train Computer Vision Models
Alireza Shafaei, James J. Little, Mark Schmidt
Video games are a compelling source of annotated data as they can readily provide fine-grained groundtruth for diverse tasks. However, it is not clear whether the synthetically gen…
cs.CV2016
Real-Time Human Motion Capture with Multiple Depth Cameras
Alireza Shafaei, James J. Little
Commonly used human motion capture systems require intrusive attachment of markers that are visually tracked with multiple cameras. In this work we present an efficient and inexpen…