Randolph Linderman

Mixture Outlier Exposure: Towards Out-of-Distribution Detection in Fine-grained Environments

2023 · 2023 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)

Many real-world scenarios in which DNN-based recognition systems are deployed have inherently fine-grained attributes (e.g., bird-species recognition, medical image classification). In addition to achieving reliable accuracy, a critical subtask for these models is to detect …