MSP (Maximum Softmax Probability)

anchor

Out-of-distribution score taking the largest softmax probability as a confidence estimate.

Findings

• IC-028SPADE, an abstaining classifier built on top of ResNet, ViT, and VGG models, detects out-of-distribution and adversarial samples with provable guarantees. [compared-to]