Top-1 accuracy
metric
Top-1 accuracy is how often the single best guess is right. For shelf recognition we measure it end-to-end: the share of predictions a labeler confirms without changing. It is the headline number behind a claim like 96% accurate.
For engineers: acc@1, the share of queries whose nearest retrieved label matches the ground truth.