BIOWAVE Vein Database

Changelog

  • Version 3, 30/Jan/2018:
    • Port to beat.backend.python v1.5.0
  • Version 2, 17/Nov/2017:
    • Add protocol 'Idiap_3_5_R'
  • Version 1, 30/Oct/2017:
    • Initial release

Description

The BIOWAVE database contains wrist vein images that are acquired using BIOWATCH biometric sensor. For each subject of the database there are 3 session images (sessions were held at least 24 hours apart). Each session consists of 5 attempts, in each attempt 5 images were acquired, meaning, that there are 3 sessions x 5 attempts x 5 images = 75 images per each person's hand, 75 x 2 images per person.

Images were previously manually evaluated, and if any of the 75 one hand's images were unusable (too blurred, veins couldn't be seen, etc), than all hand data were discarded. That is way some persons has only 1 hand's images in the database.

Statistics of the data - in total 111 hands:

  1. Users with both hands images - 53
  2. Users with only R hand images - 4
  3. Users with only L hand images - 1

Data division in groups and purposes

In the BIOWAVE database there are following groups and purposes:

groups world dev eval
purposes train enroll / probe enroll / probe

Data are divided into training, development and evolution data sets:

  1. dev data set -- 20 persons with both hand images;
  2. eval data set -- 20 persons with both hand images;
  3. world data set -- the rest of 13 persons with both hand images + 4 persons with only right hand and the 1 person with only left hand images.

Data are divided as follows (the number means original persons ID (as in data collection)):

  1. dev data - [1, 3, 5, 6, 12, 15, 22, 23, 25, 45, 69, 71, 74, 76, 77, 78, 84, 129, 132, 134]
  2. eval data - [4, 7, 21, 42, 43, 48, 54, 57, 58, 72, 73, 75, 83, 90, 99, 130, 131, 138, 141, 143]
  3. world data - [13, 14, 17, 20, 24, 28, 31, 39, 51, 60, 68, 128, 133] + [37] + [2, 11, 46, 70]

In the enroll data sets are images only from session 1 whereas in probe data sets -- session's 2 and 3 data.

Protocols

There currently are 6 standard protocols:

  • Idiap_1_1_R
  • Idiap_1_5_R
  • Idiap_5_5_R
  • Idiap_1_1_L
  • Idiap_1_5_L
  • Idiap_5_5_L

The general form:

Idiap_<a>_<b>_<c>
  • a -- number of attempts used to construct model;
  • b -- number of attempt images used to construct model;
  • c -- hand (L or R). Always all images are used, the opposite hand's images are mirrored.

E.g. in protocol Idiap_5_5_R per one hand only one enroll model is constructed using all session 1 images (5 attempt x 5 images). In this protocol right hands are included unchanged, but left hands are mirrored.

After data alignment were annotated, that included common point finding between each person images, we noted that some of the person data were almost impossible to annotate. Hands were:

  • Person_002/Right
  • Person_005/Left
  • Person_015/Right
  • Person_046/Right
  • Person_068/Right
  • Person_068/Left
  • Person_129/Right
  • Person_138/Left

For protocols:

  • Idiap_1_1_R_less
  • Idiap_1_5_R_less
  • Idiap_5_5_R_less

also listed hand data were removed.

Protocol Idiap_3_5_R is not standard - in this protocol enroll model is constructed using all 3 session 1st attempt images (thus each model consists of 3x5=15 images). This protocol is made to understand the enroll image variabilities impact on the recognition rate.

Finally, the protocols:

  • Idiap_1_1_R_BEAT_test
  • Idiap_1_5_R_BEAT_test
  • Idiap_5_5_R_BEAT_test

are made as test protocols mainly for the BEAT platform. Again, the numbers in the name indicates number of images per attempt and attempt count per each enroll model. Each of the protocol groups consists of only 2 person data:

  • train -- [128, 133],
  • dev -- [132, 134],
  • eval -- [141, 143].

All these protocols uses the advanced_vein_recognition_2 template.

Annotations

8% of database files have annotations (2 images per session, 6 images per hand, altogether 666 images). There are:

  • vein pattern binary annotations;
  • ROI binary annotations;
  • alignment point annotations (for each hand 3-5 points marked).

Annotations to replace extractors

Special protocols that consists only the files that have annotations are made. Meaning, these protocols can be used to run !!!!! TBD

The organisation of the database is the same as before, only now, because there are only 2 annotated images per session, protocols are renamed accordingly (also note, that now protocols Idiap_1_5_R and Idiap_1_5_L doesn't make any sense and are removed, because there are only 1 image per attempt that is annotated):

  • Idiap_1_1_R -> renamed as Idiap_1_1_R_annotations;
  • Idiap_5_5_R -> renamed as Idiap_2_1_R_annotations;
  • Idiap_1_1_L -> renamed as Idiap_1_1_L_annotations;
  • Idiap_5_5_L -> renamed as Idiap_2_1_L_annotations;

Also, the same as Idiap_<a>_<b>_<c>_BEAT_test protocols were created to speedy test BEAT implementation and compare results with bob.bio.vein, also test protocols for annotations are implemented:

  • Idiap_1_1_R_annotations_BEAT_test;
  • Idiap_2_1_R_annotations_BEAT_test;
  • Idiap_1_1_L_annotations_BEAT_test;
  • Idiap_2_1_L_annotations_BEAT_test;

These protocols uses the advanced_vein_annotations template.

Also, to benchmark different algorithms against all image annotations, there are implemented protocol annotations_benchmark that is implemented using advanced_annotation_benchmark template.

Search experiments

annotations

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
Search experiments

train

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
Search experiments

train

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
Search experiments

train

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
Search experiments

train

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
Search experiments

train

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
Search experiments

train

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
Search experiments

train

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
Search experiments

train

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
Search experiments

train

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
Search experiments

train

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
Search experiments

train

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
Search experiments

train

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
Search experiments

train

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
Search experiments

train

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
vein_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
ROI_annotations: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
alignment_annotations: system/array_1d_coordinates/1 (One-dimensional array of 2D integer coordinates)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
Search experiments

train

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
Search experiments

train

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
Search experiments

train

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
Search experiments

train

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)
Search experiments

train

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

dev_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_templates

Output name Data format
model_id: system/text/1 (Basic format containing a text)
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

eval_probes

Output name Data format
image: system/array_2d_uint8/1 (Two-dimensional array of 8 unsigned integer values)
client_id: system/uint64/1 (Basic format containing only a single unsigned integer (64 bits) value)

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