The PUT Vein Database
PUT Vein pattern database consists of 2400 images presenting human vein patterns. Half of images contains a palmar vein pattern (1200 images) and another half contains a wrist vein pattern (another 1200 images). Data was acquired from both hands of 50 students, with means it has a 100 different patterns for palm and wrist region. Pictures ware taken in 3 series, 4 pictures each, with at least one week interval between each series. In case of palm region volunteers were asked to put his/her hand on the device to cover acquisition window, in way that line below their fingers coincident with its edge. No additional positioning systems ware used. In case of wrist region only construction allowing to place palm and wrist in comfortable way was used to help position a hand.
Original images have 768 x 1024 resolution and are saved as 24-bit bitmap. Database consist of 2 main sections: hand and wrist, with are further divided in persons. Each person folder has sub-sections for left and right hand, which are separated into series.
More information about the original database - PUT Vein database.
In order to enable to use the database with BIOWAVE toolchains, this database implementation converts image to a grey-scale (shape (768, 1024)) and then rotates images by 270 deg so that vein pattern in wrist images would appear vertical (wrist's part closer to the palm would appear at the top of the image)
In this implementation we use both - original 50 client x 2 hand data - in the database clients with IDs between 1 and 50 - and also - mirrored file representations (left hand / palm data mirrored to look like right hand data and vice versa) - clients with IDs between 51 and 100.
Currently (as on 10.02.2017) there are 10x2 protocols, they also match the protocols in bob.bio.vein:
Protocols (except the BEAT protocols) still contains the original protocol (L, R, RL, LR) data, the difference is, whether each enroll model is constructed using all 4 hand's images (protocol name ends with 4), or each enroll image is used as a model (corresponding protocol names ends with 1).
The original protocols consists of following data, world purpose dataset consists of the same data, as dev purpose dataset, so won't be separately described:
| protocol | dev | eval |
| L | IDs 1-25, un-mirrored left hand images | IDs 26-50, un-mirrored left hand images |
| R | IDs 1-25, un-mirrored right hand images | IDs 26-50, un-mirrored right hand images |
| RL | IDs 1-50, un-mirrored right hand images | IDs 51-100, mirrored left hand images (to represent right hand) |
| LR | IDs 1-50, un-mirrored left hand images | IDs 51-100, mirrored right hand images (to represent left hand) |
The new test protocols (ends with R_BEAT_1 and R_BEAT_4) are intended for use with bob.bio.vein and BEAT platform for quick tests, if necessary. Both protocols consist of such data:
| protocol | dev | eval |
| R_BEAT | IDs 1, 2, un-mirrored right hand / wrist images | IDs 26, 27, un-mirrored right hand / wrist images |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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) |
| 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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