IOU

Abbreviation with 2 meanings

IOU
Stands forI owe you
Meanings2
CategoriesWriting & Everyday, Technology & Computing
Also writtenIoU

IOU has two meanings. It stands for I owe you (everyday) or Intersection over union (artificial intelligence).

Meanings of IOU at a glance

#IOU stands forContext
1I owe youWriting & Everyday › Everyday
2Intersection over unionTechnology & Computing › Artificial Intelligence

1. I owe you

Writing & Everyday · Everyday Abbreviations

A written or spoken acknowledgment of a debt, ranging from a casual note promising to repay a friend to an informal document recording a loan. The letters were chosen for their sound: "I-O-U."

Example: I'm short on cash, so here's an IOU for the $20 until payday.

An IOU is generally not a negotiable instrument like a check or promissory note, because it records a debt without an unconditional promise to pay a set amount on a set date; courts may still treat it as evidence of a debt. The form has been recorded since the 1600s. Figuratively, "I owe you one" thanks someone for a favor.

2. Intersection over union (IoU)

Technology & Computing · Artificial Intelligence Abbreviations

A metric for object detection and segmentation that divides the overlap between a predicted region and the true region by the area of their union, from 0 (no overlap) to 1 (perfect match).

Example: A detection counts as correct only if its box has an IoU of at least 0.5 with the ground truth.

Also called the Jaccard index, after botanist Paul Jaccard, who used it to compare plant communities in 1901. The 0.5 threshold comes from the PASCAL VOC benchmark, while COCO averages thresholds from 0.5 to 0.95. In finance an IOU is a written promise to pay.

More everyday abbreviations

See all 82 everyday abbreviations →

More artificial intelligence abbreviations

  • GRU – Gated recurrent unit
  • HITL – Human in the loop
  • HMM – Hidden Markov model
  • ICL – In-context learning
  • KG – Knowledge graph
  • KL – Kullback-Leibler (divergence)
  • KNN – K-nearest neighbors
  • LDA – Linear discriminant analysis

See all 103 artificial intelligence abbreviations →