2 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
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…