dataeval.metrics.stats#

Statistics metrics calculate a variety of image properties and pixel statistics and label statistics against the images and labels of a dataset.

Classes#

ChannelStatsOutput

Output class for channelstats() stats metric

DatasetStatsOutput

Output class for datasetstats() stats metric

DimensionStatsOutput

Output class for dimensionstats() stats metric

HashStatsOutput

Output class for hashstats() stats metric

LabelStatsOutput

Output class for labelstats() stats metric

PixelStatsOutput

Output class for pixelstats() stats metric

VisualStatsOutput

Output class for visualstats() stats metric

Functions#

boxratiostats(boxstats, imgstats)

Calculates ratio statistics of box outputs over image outputs

channelstats(images[, bboxes])

Calculates various per-channel statistics for each image

datasetstats(images[, bboxes, labels])

Calculates various statistics for each image

dimensionstats(images[, bboxes])

Calculates dimension statistics for each image

hashstats(images[, bboxes])

Calculates hashes for each image

labelstats(labels)

Calculates statistics for data labels

pixelstats(images[, bboxes, per_channel])

Calculates pixel statistics for each image

visualstats(images[, bboxes, per_channel])

Calculates visual statistics for each image