home.markdown

+# Installed Databases
+
+Until further notice, these are the Databases currently installed on the [BEAT platform at Idiap](https://beat-eu.org/platform/):
+
+## Simple Face Recognition Databases
+
+* `atnt`, protocol `idiap`:
+  + Notes:
+     - Download link: [AT&T faces database](http://www.cl.cam.ac.uk/research/dtg/attarchive/facedatabase.html)
+     - No identity intermixing between `train` and `dev` (`templates`/`probes`)
+     - Only training and validation (*no evaluation* set)
+  + Set `train` (200 images, 20 identities)
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `image`: [beat/image_grayscale](https://www.beat-eu.org/platform/dataformats/beat/image_grayscale/), image in gray-scale
+  + Set `templates` (100 images, 20 identities):
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `template_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), template identity, unique for each template
+     - `image`: [beat/image_grayscale](https://www.beat-eu.org/platform/dataformats/beat/image_grayscale/), image in gray-scale
+  + Set `probes` (100 images, 20 identities - same identities as in `templates`, different samples):
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `probe_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), probe identity, unique for each probe
+     - `template_ids`: [beat/array_1d_uint64](https://www.beat-eu.org/platform/dataformats/beat/array_1d_uint64/), list of client (model) identities which to compare this sample to
+     - `image`: [beat/image_grayscale](https://www.beat-eu.org/platform/dataformats/beat/image_grayscale/), image in gray-scale
+
+## Advanced Face Recognition Databases
+
+* `atnt`, protocol `idiap_test_eyepos`:
+  + Notes:
+     - Download link: [AT&T faces database](http://www.cl.cam.ac.uk/research/dtg/attarchive/facedatabase.html)
+     - No identity intermixing between `train` and `dev_*`/`test_*`. `dev_*` and `test_*` are identical
+     - Training, development and evaluation sets (`dev` and `test` sets are identical)
+     - Use this protocol to quickly (or locally) evaluate algorithms for deployment with large databases on the platform
+  + Set `train` (200 images, 20 identities)
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `image`: [beat/image_rgb](https://www.beat-eu.org/platform/dataformats/beat/image_rgb/), image in pseudo-RGB (all 3 planes are the same)
+     - `eye_centers`: [beat/eye_positions](https://www.beat-eu.org/platform/dataformats/beat/eye_positions/), eye centers
+  + Set `dev_templates` (100 images, 20 identities):
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `template_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), template identity, unique for each template
+     - `image`: [beat/image_rgb](https://www.beat-eu.org/platform/dataformats/beat/image_rgb/), image in pseudo-RGB (all 3 planes are the same)
+     - `eye_centers`: [beat/eye_positions](https://www.beat-eu.org/platform/dataformats/beat/eye_positions/), eye centers
+  + Set `dev_probes` (100 images, 20 identities - same identities as in `dev_templates`, different samples):
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `probe_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), probe identity, unique for each probe
+     - `template_ids`: [beat/array_1d_uint64](https://www.beat-eu.org/platform/dataformats/beat/array_1d_uint64/), list of client (model) identities which to compare this sample to
+     - `image`: [beat/image_rgb](https://www.beat-eu.org/platform/dataformats/beat/image_rgb/), image in pseudo-RGB (all 3 planes are the same)
+     - `eye_centers`: [beat/eye_positions](https://www.beat-eu.org/platform/dataformats/beat/eye_positions/), eye centers
+  + Set `test_templates` (100 images, 20 identities, same as `dev_templates`):
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `template_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), template identity, unique for each template
+     - `image`: [beat/image_rgb](https://www.beat-eu.org/platform/dataformats/beat/image_rgb/), image in pseudo-RGB (all 3 planes are the same)
+     - `eye_centers`: [beat/eye_positions](https://www.beat-eu.org/platform/dataformats/beat/eye_positions/), eye centers
+  + Set `test_probes` (100 images, 20 identities - same identities as in `test_templates`, different samples):
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `probe_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), probe identity, unique for each probe
+     - `template_ids`: [beat/array_1d_uint64](https://www.beat-eu.org/platform/dataformats/beat/array_1d_uint64/), list of client (model) identities which to compare this sample to
+     - `image`: [beat/image_rgb](https://www.beat-eu.org/platform/dataformats/beat/image_rgb/), image in pseudo-RGB (all 3 planes are the same)
+     - `eye_centers`: [beat/eye_positions](https://www.beat-eu.org/platform/dataformats/beat/eye_positions/), eye centers
+
+* `banca`, protocols `P`, `G`, `Mc`, `Md`, `Ma`, `Ud`, `Ua`:
+  + Notes:
+     - Download link and references: [BANCA database](http://www.ee.surrey.ac.uk/CVSSP/banca/) (english set)
+     - No identity intermixing between `train` and `dev_*` and `test_*`
+     - Distribution of data:
+
+       | Protocol | Training Samples | Development Probes | Development Templates | Evaluation Probes | Evaluation Templates |
+       |----------|------------------|--------------------|-----------------------|-------------------|----------------------|
+       |    P     |       300        |   2730 (26 x 105)  |       26 (x5 = 130)   |  2730 (26 x 105)  |  26 (x5 = 130)       |
+       |   Mc     |       300        |    910 (26 x 35)   |       26 (x5 = 130)   |   910 (26 x 35)   |  26 (x5 = 130)       |
+       |----------|------------------|--------------------|-----------------------|-------------------|----------------------|
+
+  + Set `train`:
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `image`: [beat/image_rgb](https://www.beat-eu.org/platform/dataformats/beat/image_rgb/), image in RGB
+     - `eye_centers`: [beat/eye_positions](https://www.beat-eu.org/platform/dataformats/beat/eye_positions/), eye centers
+  + Set `dev_templates`:
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `template_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), template identity, unique for each template
+     - `image`: [beat/image_rgb](https://www.beat-eu.org/platform/dataformats/beat/image_rgb/), image in RGB
+     - `eye_centers`: [beat/eye_positions](https://www.beat-eu.org/platform/dataformats/beat/eye_positions/), eye centers
+  + Set `dev_probes`:
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `probe_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), probe identity, unique for each probe
+     - `template_ids`: [beat/array_1d_uint64](https://www.beat-eu.org/platform/dataformats/beat/array_1d_uint64/), list of client (model) identities which to compare this sample to
+     - `image`: [beat/image_rgb](https://www.beat-eu.org/platform/dataformats/beat/image_rgb/), image in RGB
+     - `eye_centers`: [beat/eye_positions](https://www.beat-eu.org/platform/dataformats/beat/eye_positions/), eye centers
+  + Set `test_templates`:
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `template_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), template identity, unique for each template
+     - `image`: [beat/image_rgb](https://www.beat-eu.org/platform/dataformats/beat/image_rgb/), image in RGB
+     - `eye_centers`: [beat/eye_positions](https://www.beat-eu.org/platform/dataformats/beat/eye_positions/), eye centers
+  + Set `test_probes`:
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `probe_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), probe identity, unique for each probe
+     - `template_ids`: [beat/array_1d_uint64](https://www.beat-eu.org/platform/dataformats/beat/array_1d_uint64/), list of client (model) identities which to compare this sample to
+     - `image`: [beat/image_rgb](https://www.beat-eu.org/platform/dataformats/beat/image_rgb/), image in RGB
+     - `eye_centers`: [beat/eye_positions](https://www.beat-eu.org/platform/dataformats/beat/eye_positions/), eye centers
+
+* `xm2vts`, protocols `lp1`, `lp2`, `darkened-lp1`, `darkned-lp2`:
+  + Notes:
+     - Download link and references: [XM2VTS database](http://www.ee.surrey.ac.uk/CVSSP/xm2vtsdb/)
+     - `train` and `dev_*` and `test_*`. **Same clients** on all sets.
+  + Set `train`:
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `image`: [beat/image_rgb](https://www.beat-eu.org/platform/dataformats/beat/image_rgb/), image in RGB
+     - `eye_centers`: [beat/eye_positions](https://www.beat-eu.org/platform/dataformats/beat/eye_positions/), eye centers
+  + Set `dev_templates`:
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `template_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), template identity, unique for each template
+     - `image`: [beat/image_rgb](https://www.beat-eu.org/platform/dataformats/beat/image_rgb/), image in RGB
+     - `eye_centers`: [beat/eye_positions](https://www.beat-eu.org/platform/dataformats/beat/eye_positions/), eye centers
+  + Set `dev_probes`:
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `probe_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), probe identity, unique for each probe
+     - `template_ids`: [beat/array_1d_uint64](https://www.beat-eu.org/platform/dataformats/beat/array_1d_uint64/), list of client (model) identities which to compare this sample to
+     - `image`: [beat/image_rgb](https://www.beat-eu.org/platform/dataformats/beat/image_rgb/), image in RGB
+     - `eye_centers`: [beat/eye_positions](https://www.beat-eu.org/platform/dataformats/beat/eye_positions/), eye centers
+  + Set `test_templates`:
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `template_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), template identity, unique for each template
+     - `image`: [beat/image_rgb](https://www.beat-eu.org/platform/dataformats/beat/image_rgb/), image in RGB
+     - `eye_centers`: [beat/eye_positions](https://www.beat-eu.org/platform/dataformats/beat/eye_positions/), eye centers
+  + Set `test_probes`:
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `probe_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), probe identity, unique for each probe
+     - `template_ids`: [beat/array_1d_uint64](https://www.beat-eu.org/platform/dataformats/beat/array_1d_uint64/), list of client (model) identities which to compare this sample to
+     - `image`: [beat/image_rgb](https://www.beat-eu.org/platform/dataformats/beat/image_rgb/), image in RGB
+     - `eye_centers`: [beat/eye_positions](https://www.beat-eu.org/platform/dataformats/beat/eye_positions/), eye centers
+
+* `mobio`, protocols `male`, `female`:
+  + Notes:
+     - Download link and references: [MOBIO database](http://www.idiap.ch/dataset/mobio)
+     - No identity intermixing between `train` and `dev_*` and `test_*`
+  + Set `train`:
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `image`: [beat/image_rgb](https://www.beat-eu.org/platform/dataformats/beat/image_rgb/), image in RGB
+     - `eye_centers`: [beat/eye_positions](https://www.beat-eu.org/platform/dataformats/beat/eye_positions/), eye centers
+  + Set `dev_templates`:
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `template_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), template identity, unique for each template
+     - `image`: [beat/image_rgb](https://www.beat-eu.org/platform/dataformats/beat/image_rgb/), image in RGB
+     - `eye_centers`: [beat/eye_positions](https://www.beat-eu.org/platform/dataformats/beat/eye_positions/), eye centers
+  + Set `dev_probes`:
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `probe_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), probe identity, unique for each probe
+     - `template_ids`: [beat/array_1d_uint64](https://www.beat-eu.org/platform/dataformats/beat/array_1d_uint64/), list of client (model) identities which to compare this sample to
+     - `image`: [beat/image_rgb](https://www.beat-eu.org/platform/dataformats/beat/image_rgb/), image in RGB
+     - `eye_centers`: [beat/eye_positions](https://www.beat-eu.org/platform/dataformats/beat/eye_positions/), eye centers
+  + Set `test_templates`:
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `template_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), template identity, unique for each template
+     - `image`: [beat/image_rgb](https://www.beat-eu.org/platform/dataformats/beat/image_rgb/), image in RGB
+     - `eye_centers`: [beat/eye_positions](https://www.beat-eu.org/platform/dataformats/beat/eye_positions/), eye centers
+  + Set `test_probes`:
+     - `file_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), sample identity, unique for each sample
+     - `client_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), client identity, unique for each client
+     - `probe_id`: [beat/uint64](https://www.beat-eu.org/platform/dataformats/beat/uint64/), probe identity, unique for each probe
+     - `template_ids`: [beat/array_1d_uint64](https://www.beat-eu.org/platform/dataformats/beat/array_1d_uint64/), list of client (model) identities which to compare this sample to
+     - `image`: [beat/image_rgb](https://www.beat-eu.org/platform/dataformats/beat/image_rgb/), image in RGB
+     - `eye_centers`: [beat/eye_positions](https://www.beat-eu.org/platform/dataformats/beat/eye_positions/), eye centers
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