COMPASS-XP

COMPASS-XP is a dataset of matched photographic and X-ray images of single objects, made available for use in Machine Learning & Computer Vision research, in particular in the context of transport security. Objects are imaged in multiple poses, and accompanied by metadata including labels for whether we consider the object to be dangerous in the context of aviation. Object classes overlap with those in the popular ImageNet Large Scale Visual Recognition Challenge class set and theWordNet lexical database, and identifiers for shared classes in both schemes are also provided.

Hardware Configuration Photographs were captured with a Sony DSC-W800 compact digital camera. X-ray scans were obtained using a Gilardoni FEP ME 536 mailroom X-ray machine, distributed in the UK by Todd Research under the name TR50. The scanner is dual energy and generates several image outputs: • Low: Raw 8-bit greyscale data from the scanner’s low energy X-ray channel.
• High: Raw 8-bit greyscale data from the scanner’s high energy X-ray channel.
• Density: 8-bit greyscale data representing inferred material density computed from the two channels.
• Grey: RGB PNG image representing a combination of both low and high energy channels with some appearance improvements. Although nominally greyscale, the image does include subtle duotone-style colouration.
• Colour RGB PNG image with false colour palette representing material density.

In practice the grey and colour versions are probably most useful, but for completeness the dataset includes all variants for each scan.

Data Files Image files are supplied in six subdirectories, corresponding to the five X-ray image variants above plus photos. X-rays are provided in PNG format, while photos are JPEG. Each scan is identified by a numeric index, which is also used to name the file, padded with leading zeros to always be 4 digits long.

Scan metadata is provided in the accompanying tab-delimited text file, meta.txt. This includes the following columns: • basename: The zero-padded identifier for the scan. All six image type variants for the same class-instance-pose have the same basename. X-ray files are named basename.png while photos are basename.jpg.
• class: The object class in the scan.
• instance: An integer identifying the object instance. Instances start at 1 for each class.
• pose: An integer identifying the object pose. Poses start at 1 for each instance.
• scan tray: Either A, indicating that the pose was imaged in a weighted tray, or N indicating it was not.
• dangerous: Whether the object was considered dangerous (True/False).
• IN id: Numeric index of the object class in the ILSVRC list of 1000 classes, or empty if the class isn’t present there.
• WN id: WordNet identifier for the object class, or empty if the class isn’t present inWordNet.

License The COMPASS-XP dataset was acquired as part of a research project funded by the UK Government Future Aviation Security Solutions programme. Both the images and their metadata are licensed under the Creative Commons Attribution 4.0 International License and may be freely used for research and commercial purpose, including derivative works, providing the source is acknowledged.

COMPASS-XP Dataset Authors Lewis D. Griffin*, Matthew Caldwell, Jerone T. A. Andrews Computational Security Science Group, UCL

• l.griffin@cs.ucl.ac.uk