2 citations · 3 across the 3 of their papers we have counts for
3 papers
cs.CV2021
Generatively Augmented Neural Network Watchdog for Image Classification Networks
Justin M. Bui, Glauco A. Amigo, Robert J. Marks
The identification of out-of-distribution data is vital to the deployment of classification networks. For example, a generic neural network that has been trained to differentiate b…
cs.LG2021★ 1 cited
Cascade Watchdog: A Multi-tiered Adversarial Guard for Outlier Detection
Glauco Amigo, Justin M. Bui, Charles Baylis +1
The identification of out-of-distribution content is critical to the successful implementation of neural networks. Watchdog techniques have been developed to support the detection…
cs.LG2021★ 2 cited
Symbiotic Hybrid Neural Network Watchdog For Outlier Detection
Justin Bui, Robert J. Marks
Neural networks are largely black boxes. A neural network trained to classify fruit may classify a picture of a giraffe as a banana. A neural network watchdog's job is to identify…