Jin-Sol Lee

Open-Set Recognition With Gradient-Based Representations

2021

Neural networks for image classification tasks assume that any given image during inference belongs to one of the training classes. This closed-set assumption is challenged in real-world applications where models may encounter inputs of unknown …