The Good, the Bad and the Ugly Face Challenge

Changelog

  • Version 3, 31/Oct/2017:
    • Port to beat.backend.python v1.4.2
  • Version 2, 20/Jan/2016:
    • Port to Bob v2
  • Version 1, 08/Apr/2015:
    • Initial release

Description

The Good, the Bad, and the Ugly challenge consists of three frontal still face partitions. The paritions were designed to encourage the development of face recognition algorithms that excel at matching hard face pairs, but not at the expense of performance on easy face pairs.

The images in this challenge problem are frontal face stills taken under uncontrolled illumination, both indoors and outdoors. The three partitions were constructed by analyzing results from the FRVT 2006. The Good set consisted of face pairs that had above average performance, the Bad set consisted of face pairs that had average performance, and the Ugly set consisted of face pairs that had below average performance. There are 437 subjects in the data set. All three partitions have the same 437 subjects. All three paritions have 1085 images in both the target and query sets.

Search experiments

train

Output name Data format
image: system/array_3d_uint8/1
eye_centers: system/eye_positions/1 (The position of the eyes of a person in an image)
file_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

templates

Output name Data format
image: system/array_3d_uint8/1
eye_centers: system/eye_positions/1 (The position of the eyes of a person in an image)
file_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
template_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

probes

Output name Data format
image: system/array_3d_uint8/1
probe_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
file_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
eye_centers: system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids: system/array_1d_uint64/1 (Basic format containing a one-dimensional array of unsigned integer (64 bits) values)
Search experiments

train

Output name Data format
image: system/array_3d_uint8/1
eye_centers: system/eye_positions/1 (The position of the eyes of a person in an image)
file_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

templates

Output name Data format
image: system/array_3d_uint8/1
eye_centers: system/eye_positions/1 (The position of the eyes of a person in an image)
file_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
template_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

probes

Output name Data format
image: system/array_3d_uint8/1
probe_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
file_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
eye_centers: system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids: system/array_1d_uint64/1 (Basic format containing a one-dimensional array of unsigned integer (64 bits) values)
Search experiments

train

Output name Data format
image: system/array_3d_uint8/1
eye_centers: system/eye_positions/1 (The position of the eyes of a person in an image)
file_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

templates

Output name Data format
image: system/array_3d_uint8/1
eye_centers: system/eye_positions/1 (The position of the eyes of a person in an image)
file_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
template_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

probes

Output name Data format
image: system/array_3d_uint8/1
probe_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
file_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
eye_centers: system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids: system/array_1d_uint64/1 (Basic format containing a one-dimensional array of unsigned integer (64 bits) values)

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