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Evaluation metrics

2 open-access journal articles on evaluation metrics, published in 2026 in Life of Research. Every record is free to read and download, with a permanent link and a ready-made citation.

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Journal article

Measured Against an Incomplete Answer Key: What Unknown Recall Certifies in Open-World Object Detection, Why Its Two Cost-Side Instruments Disagree, and the Separation That Was Published and Not Adopted

Open-world object detection asks a detector to put boxes on objects whose classes it was never trained on, and the field's headline number for that ability is unknown recall. This paper reconstructs where that metric came from and what it can certify. The founding paper of the task did not report…

Cite Related research LOR-00019 · 19 views · 6 downloads
PDF543.7 KB

Journal article

A Failure to Reject Is Not a Finding: Closed-Set Accuracy, Specialized Open-Set Recognition, and the Semantic-Distance Parameter the Deflationary Debate Leaves Free

A widely cited result reports that the open-set performance of an image classifier is strongly correlated with its closed-set accuracy, and that a well-trained baseline scoring rule is competitive with specialized open-set machinery. The result is often read as showing that specialized open-set…

Cite Related research LOR-00015 · 7 views · 19 downloads
PDF509.1 KB

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