Changelog

Version 4, 30/Jan/2017:
- Port to beat.backend.python v1.5.0
Version 3, 30/Oct/2017:
- Port to beat.backend.python v1.4.2
Version 2, 20/Jan/2016:
- Port to Bob v2 (should not affect results)
Version 1, 06/Nov/2014:
- Initial release

Description

CASIA NIR-VIS 2.0 database offers pairs of mugshot images (VIS) and their correspondent Near Infrared (NIR) photos. Capured by CASIA (Chinese Academy of Sciences), the images of this database were collected in four recording sessions: 2007 spring, 2009 summer, 2009 fall and 2010 summer, in which the first session is identical to the HFB database. The CASIA NIR-VIS 2.0 database consists of 725 subjects in total. There are 1-22 VIS and 5-50 NIR face images per subject.

A preview image of the Database of Faces is shown below:

http://www.cbsr.ia.ac.cn/english/NIR-VIS-2.0/NIR-VIS-2.0-Sample.jpg

The VIS images are in JPG format and the NIR images are in BMP format. The size of each image is 640x480 pixels (RGB).

view2_1 (advanced_face_recognition_textid) 5 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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)

dev_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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
template_id:	system/text/1 (Basic format containing a text)

dev_probes

Output name	Data format
image:	system/array_3d_uint8/1
probe_id:	system/text/1 (Basic format containing a text)
file_id:	system/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
eye_centers:	system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids:	system/array_1d_text/1

test_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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
template_id:	system/text/1 (Basic format containing a text)

test_probes

Output name	Data format
image:	system/array_3d_uint8/1
probe_id:	system/text/1 (Basic format containing a text)
file_id:	system/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
eye_centers:	system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids:	system/array_1d_text/1

view2_10 (advanced_face_recognition_textid) 5 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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)

dev_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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
template_id:	system/text/1 (Basic format containing a text)

dev_probes

Output name	Data format
image:	system/array_3d_uint8/1
probe_id:	system/text/1 (Basic format containing a text)
file_id:	system/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
eye_centers:	system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids:	system/array_1d_text/1

test_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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
template_id:	system/text/1 (Basic format containing a text)

test_probes

Output name	Data format
image:	system/array_3d_uint8/1
probe_id:	system/text/1 (Basic format containing a text)
file_id:	system/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
eye_centers:	system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids:	system/array_1d_text/1

view2_2 (advanced_face_recognition_textid) 5 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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)

dev_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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
template_id:	system/text/1 (Basic format containing a text)

dev_probes

Output name	Data format
image:	system/array_3d_uint8/1
probe_id:	system/text/1 (Basic format containing a text)
file_id:	system/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
eye_centers:	system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids:	system/array_1d_text/1

test_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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
template_id:	system/text/1 (Basic format containing a text)

test_probes

Output name	Data format
image:	system/array_3d_uint8/1
probe_id:	system/text/1 (Basic format containing a text)
file_id:	system/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
eye_centers:	system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids:	system/array_1d_text/1

view2_3 (advanced_face_recognition_textid) 5 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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)

dev_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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
template_id:	system/text/1 (Basic format containing a text)

dev_probes

Output name	Data format
image:	system/array_3d_uint8/1
probe_id:	system/text/1 (Basic format containing a text)
file_id:	system/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
eye_centers:	system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids:	system/array_1d_text/1

test_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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
template_id:	system/text/1 (Basic format containing a text)

test_probes

Output name	Data format
image:	system/array_3d_uint8/1
probe_id:	system/text/1 (Basic format containing a text)
file_id:	system/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
eye_centers:	system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids:	system/array_1d_text/1

view2_4 (advanced_face_recognition_textid) 5 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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)

dev_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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
template_id:	system/text/1 (Basic format containing a text)

dev_probes

Output name	Data format
image:	system/array_3d_uint8/1
probe_id:	system/text/1 (Basic format containing a text)
file_id:	system/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
eye_centers:	system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids:	system/array_1d_text/1

test_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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
template_id:	system/text/1 (Basic format containing a text)

test_probes

Output name	Data format
image:	system/array_3d_uint8/1
probe_id:	system/text/1 (Basic format containing a text)
file_id:	system/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
eye_centers:	system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids:	system/array_1d_text/1

view2_5 (advanced_face_recognition_textid) 5 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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)

dev_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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
template_id:	system/text/1 (Basic format containing a text)

dev_probes

Output name	Data format
image:	system/array_3d_uint8/1
probe_id:	system/text/1 (Basic format containing a text)
file_id:	system/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
eye_centers:	system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids:	system/array_1d_text/1

test_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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
template_id:	system/text/1 (Basic format containing a text)

test_probes

Output name	Data format
image:	system/array_3d_uint8/1
probe_id:	system/text/1 (Basic format containing a text)
file_id:	system/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
eye_centers:	system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids:	system/array_1d_text/1

view2_6 (advanced_face_recognition_textid) 5 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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)

dev_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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
template_id:	system/text/1 (Basic format containing a text)

dev_probes

Output name	Data format
image:	system/array_3d_uint8/1
probe_id:	system/text/1 (Basic format containing a text)
file_id:	system/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
eye_centers:	system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids:	system/array_1d_text/1

test_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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
template_id:	system/text/1 (Basic format containing a text)

test_probes

Output name	Data format
image:	system/array_3d_uint8/1
probe_id:	system/text/1 (Basic format containing a text)
file_id:	system/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
eye_centers:	system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids:	system/array_1d_text/1

view2_7 (advanced_face_recognition_textid) 5 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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)

dev_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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
template_id:	system/text/1 (Basic format containing a text)

dev_probes

Output name	Data format
image:	system/array_3d_uint8/1
probe_id:	system/text/1 (Basic format containing a text)
file_id:	system/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
eye_centers:	system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids:	system/array_1d_text/1

test_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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
template_id:	system/text/1 (Basic format containing a text)

test_probes

Output name	Data format
image:	system/array_3d_uint8/1
probe_id:	system/text/1 (Basic format containing a text)
file_id:	system/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
eye_centers:	system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids:	system/array_1d_text/1

view2_8 (advanced_face_recognition_textid) 5 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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)

dev_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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
template_id:	system/text/1 (Basic format containing a text)

dev_probes

Output name	Data format
image:	system/array_3d_uint8/1
probe_id:	system/text/1 (Basic format containing a text)
file_id:	system/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
eye_centers:	system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids:	system/array_1d_text/1

test_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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
template_id:	system/text/1 (Basic format containing a text)

test_probes

Output name	Data format
image:	system/array_3d_uint8/1
probe_id:	system/text/1 (Basic format containing a text)
file_id:	system/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
eye_centers:	system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids:	system/array_1d_text/1

view2_9 (advanced_face_recognition_textid) 5 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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)

dev_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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
template_id:	system/text/1 (Basic format containing a text)

dev_probes

Output name	Data format
image:	system/array_3d_uint8/1
probe_id:	system/text/1 (Basic format containing a text)
file_id:	system/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
eye_centers:	system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids:	system/array_1d_text/1

test_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/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
template_id:	system/text/1 (Basic format containing a text)

test_probes

Output name	Data format
image:	system/array_3d_uint8/1
probe_id:	system/text/1 (Basic format containing a text)
file_id:	system/text/1 (Basic format containing a text)
client_id:	system/text/1 (Basic format containing a text)
eye_centers:	system/eye_positions/1 (The position of the eyes of a person in an image)
template_ids:	system/array_1d_text/1

databases cbsr_nir_vis_2 4

Changelog

Description

view2_1 (advanced_face_recognition_textid) 5 sets

train

dev_templates

dev_probes

test_templates

test_probes

view2_10 (advanced_face_recognition_textid) 5 sets

train

dev_templates

dev_probes

test_templates

test_probes

view2_2 (advanced_face_recognition_textid) 5 sets

train

dev_templates

dev_probes

test_templates

test_probes

view2_3 (advanced_face_recognition_textid) 5 sets

train

dev_templates

dev_probes

test_templates

test_probes

view2_4 (advanced_face_recognition_textid) 5 sets

train

dev_templates

dev_probes

test_templates

test_probes

view2_5 (advanced_face_recognition_textid) 5 sets

train

dev_templates

dev_probes

test_templates

test_probes

view2_6 (advanced_face_recognition_textid) 5 sets

train

dev_templates

dev_probes

test_templates

test_probes

view2_7 (advanced_face_recognition_textid) 5 sets

train

dev_templates

dev_probes

test_templates

test_probes

view2_8 (advanced_face_recognition_textid) 5 sets

train

dev_templates

dev_probes

test_templates

test_probes

view2_9 (advanced_face_recognition_textid) 5 sets

train

dev_templates

dev_probes

test_templates

test_probes

This database is Public

databases

cbsr_nir_vis_2

4