Plumerai Familiar Face Identification API¶
This document describes the API for the Familiar Face Identification functionality.
Note that the software is built with either the Automatic Enrollment option or the Manual Enrollment option enabled. This page provides documentation for both options, but at runtime only one of the two will be available.
Face Identification¶
get_face_id¶
int plumerai_face_identification_get_face_id(
CPlumeraiVideoIntelligence pvi, const BoxPrediction *person_box);
Retrieve the face ID that belongs to a person box.
Retrieves the face ID given a person box from the most recent video frame. This function has three possible return values:
FACE_ID_UNIDENTIFIED
when the provided box is not ofCLASS_PERSON
or when a face is not yet identified, e.g. the face is not fully visible.FACE_ID_NOT_IN_LIBRARY
when the face is visible but not found in the library, e.g. when a stranger is in view.- Any integer face-ID provided previously to
plumerai_face_enrollment_manual_add_embedding
when a familiar face is identified. This function should not be called directly after restoring from a previous state throughplumerai_video_intelligence_restore_state
. This function should not be called with results ofplumerai_video_intelligence_single_image
calls.
Arguments:
- pvi: An initialized
CPlumeraiVideoIntelligence
object. - person_box: A box from the most recent video frame with
class_id
equal toDetectionClass::CLASS_PERSON
.
Returns:
- An integer face-ID as provided when calling
plumerai_face_enrollment_manual_add_embedding
when a face is identified,FACE_ID_UNIDENTIFIED
orFACE_ID_NOT_IN_LIBRARY
when it is not identified successfully, orFACE_ID_UNIDENTIFIED
when the provided box is not a valid person box.
get_person_box_from_face_box¶
PlumeraiErrorCode
plumerai_face_identification_get_person_box_from_face_box(
CPlumeraiVideoIntelligence pvi, const BoxPrediction *face_box,
BoxPrediction *result_person_box);
Retrieve a person box corresponding to a face box.
This function should not be called with results of plumerai_video_intelligence_single_image
calls.
Arguments:
- pvi: An initialized
CPlumeraiVideoIntelligence
object. - face_box: The target face to find a match for. This has to be a box from the most recent video frame.
- result_person_box: The resulting box, only valid if the return value is true (see below). The caller needs to allocate memory for this box prior to calling this function.
Returns:
- Returns
SUCCESS
in case a match was found. ReturnsNO_BOX_MATCH
if it was not possible to uniquely match a face box to a person box. ReturnsINVALID_BOX
in case of invalid arguments.
get_face_box_from_person_box¶
PlumeraiErrorCode
plumerai_face_identification_get_face_box_from_person_box(
CPlumeraiVideoIntelligence pvi, const BoxPrediction *person_box,
BoxPrediction *result_face_box);
Retrieve a face box corresponding to a person box.
This function should not be called with results of plumerai_video_intelligence_single_image
calls.
Arguments:
- pvi: An initialized
CPlumeraiVideoIntelligence
object. - person_box: The target person to find a match for. This has to be a box from the most recent video frame.
- result_face_box: The resulting box, only valid if the return value is true (see below). The caller needs to allocate memory for this box prior to calling this function.
Returns:
- Returns
SUCCESS
in case a match was found. ReturnsNO_BOX_MATCH
if it was not possible to uniquely match a face box to a person box. ReturnsINVALID_BOX
in case of invalid arguments.
embedding_version¶
Returns a version number for the face embedding data used by the face identification logic.
This version can be used to check if the face embedding data generated with one version of the Plumerai software are compatible with those generated by another version of the Plumerai software.
Arguments:
- pvi: An initialized
CPlumeraiVideoIntelligence
object.
Returns:
- The version number of the face embedding data.
Face Enrollment Automatic¶
configure_face_snapshots¶
PlumeraiErrorCode
plumerai_face_enrollment_automatic_configure_face_snapshots(
CPlumeraiVideoIntelligence pvi, const CFaceSnapshotSettings *settings);
Configure the face snapshots for automatic enrollment.
By default, face snapshots are disabled.
Calling this function will invalidate any stored face snapshots of faces that are already enrolled. Trying to retrieve those face snapshots will return uninitialized data.
Arguments:
- pvi: An initialized
CPlumeraiVideoIntelligence
object. - settings: See
FaceSnapshotSettings
for more details.
Returns:
- Returns
SUCCESS
on success, orINVALID_ARGUMENT
when the provided settings are not valid.
get_face_snapshot¶
PlumeraiErrorCode
plumerai_face_enrollment_automatic_get_face_snapshot(
CPlumeraiVideoIntelligence pvi, const int face_id,
const uint8_t **face_snapshot_data);
Return a snapshot of an automatically enrolled face.
Note that UNKNOWN_FACE_ID
can be returned when a face id that was previously valid is overwritten with a new entry.
Arguments:
- pvi: An initialized
CPlumeraiVideoIntelligence
object. - face_id: A non-negative integer face-id.
- face_snapshot_data: The pointer to the stored snapshot data is returned via this output argument.
Returns:
- Returns
SUCCESS
on success,UNKNOWN_FACE_ID
when the specified face id could not be found, orFACE_SNAPSHOTS_DISABLED
when face snapshots were not configured usingplumerai_face_enrollment_automatic_configure_face_snapshots
.
get_face_ids¶
PlumeraiErrorCode plumerai_face_enrollment_automatic_get_face_ids(
CPlumeraiVideoIntelligence pvi, int *face_ids, size_t *num_face_ids);
Return the face ids of all automatically enrolled faces.
This list of face ids is not related to the faces currently in view. The face ids returned by this function are all faces that have ever been enrolled into the face library. To retrieve information about the faces currently in view, use plumerai_face_identification_get_face_id
.
The caller must provide a buffer of size at least max_library_size
integers.
Arguments:
- pvi: An initialized
CPlumeraiVideoIntelligence
object. - face_ids: A pointer to a user-allocated list that receives the enrolled face ids. It must hold at least
max_library_size
integers. - num_face_ids: An output parameter that receives the number of returned values.
Returns:
- Returns
SUCCESS
on success.
tag_face_id¶
PlumeraiErrorCode plumerai_face_enrollment_automatic_tag_face_id(
CPlumeraiVideoIntelligence pvi, const int face_id, bool important);
Tag a face id as 'important' to prevent it from being overwritten.
When the face library is full and a new face is encountered, the algorithm will overwrite the oldest face in the library that is not tagged as important. A typical use-case of this is to tag a face as important when the user has named them in a front-end application.
When all entries in the face library are tagged as important and a new face is encountered, then no new faces will be enrolled.
By default, an automatically enrolled face is not tagged as important. However, library entries created by plumerai_face_enrollment_automatic_restore_embedding_data
are automatically tagged as important.
Note that UNKNOWN_FACE_ID
can be returned when a face id that was previously valid is overwritten with a new entry.
Arguments:
- pvi: An initialized
CPlumeraiVideoIntelligence
object. - face_id: A non-negative integer face-id.
- important: Whether to tag the face as important or to remove a previously applied tag.
Returns:
- Returns
SUCCESS
on success,UNKNOWN_FACE_ID
when the specified face id could not be found.
remove_embedding¶
PlumeraiErrorCode plumerai_face_enrollment_automatic_remove_embedding(
CPlumeraiVideoIntelligence pvi, const int face_id);
Remove a face embedding from the face library for any plumerai_video_intelligence_process_frame
calls that follow.
Note that UNKNOWN_FACE_ID
can be returned when a face id that was previously valid is overwritten with a new entry.
Arguments:
- pvi: An initialized
CPlumeraiVideoIntelligence
object. - face_id: A non-negative integer face-id.
Returns:
- Returns
SUCCESS
on success,UNKNOWN_FACE_ID
on failure.
remove_all_embeddings¶
PlumeraiErrorCode
plumerai_face_enrollment_automatic_remove_all_embeddings(
CPlumeraiVideoIntelligence pvi);
Remove all face embeddings from the face library.
Arguments:
- pvi: An initialized
CPlumeraiVideoIntelligence
object.
Returns:
- Returns
SUCCESS
on success.
merge_embeddings¶
PlumeraiErrorCode plumerai_face_enrollment_automatic_merge_embeddings(
CPlumeraiVideoIntelligence pvi, const int face_id_dst,
const int face_id_src);
Merge two entries of the face library.
If a single person is enrolled twice in the face library, this function can be used to merge their enrollments back to a single one. After calling this function face_id_src
is no longer valid and face_id_dst
will be updated with the additional information from face_id_src
.
Arguments:
- pvi: An initialized
CPlumeraiVideoIntelligence
object. - face_id_dst: A non-negative integer face-id.
- face_id_src: A non-negative integer face-id, must be different from
face_id_dst
.
Returns:
- Returns
SUCCESS
on success,UNKNOWN_FACE_ID
when either of the face ids could not be found, orINTERNAL_ERROR
in case of an unexpected error.
max_face_library_size¶
Returns the maximum size of the face library.
When the library is full and new faces are detected, they will overwrite older faces, except for faces that are tagged as important using plumerai_face_enrollment_automatic_tag_face_id
. When all faces are tagged as important, new faces will not be added to the library beyond this maximum size.
Arguments:
- pvi: An initialized
CPlumeraiVideoIntelligence
object.
Returns:
- The maximum size of the face library.
Face Enrollment Manual¶
embedding_size¶
Returns the size of the face embeddings obtained from plumerai_face_enrollment_manual_finish_enrollment
and required by plumerai_face_enrollment_manual_add_embedding
.
Arguments:
- pvi: An initialized
CPlumeraiVideoIntelligence
object.
Returns:
- The size of the face embeddings.
max_face_library_size¶
Returns the maximum size of the face library.
When the library is full, plumerai_face_enrollment_manual_add_embedding
will return FACE_LIBRARY_FULL
and won't be able to add new embeddings, until plumerai_face_enrollment_manual_remove_embedding
is called.
Arguments:
- pvi: An initialized
CPlumeraiVideoIntelligence
object.
Returns:
- The maximum size of the face library.
start_enrollment¶
PlumeraiErrorCode plumerai_face_enrollment_manual_start_enrollment(
CPlumeraiVideoIntelligence pvi);
This starts the enrollment procedure for a new face.
During subsequent calls to plumerai_video_intelligence_process_frame
or plumerai_video_intelligence_single_image
, face embeddings will be computed. During enrollment there should be a single face in the image, or in the optional Region
specified by region_of_interest
(not available in the C API), ideally clearly and completely visible. The enrollment procedure can be finalized by calling plumerai_face_enrollment_manual_finish_enrollment
.
Arguments:
- pvi: An initialized
CPlumeraiVideoIntelligence
object.
Returns:
- Returns
ENROLLMENT_IN_PROGRESS
if the enrollment procedure was started successfully, otherwise returnsALREADY_ENROLLING
.
finish_enrollment¶
PlumeraiErrorCode plumerai_face_enrollment_manual_finish_enrollment(
CPlumeraiVideoIntelligence pvi, int8_t *face_embedding);
Finalize the face enrollment procedure started by plumerai_face_enrollment_manual_start_enrollment
and obtain the face embedding.
The caller must provide a buffer of size plumerai_face_enrollment_manual_embedding_size
.
The application is responsible for storing this embedding on persistent storage and passing it to plumerai_face_enrollment_manual_add_embedding
every time an instance of this class is created. The face enrollment procedure does not automatically call plumerai_face_enrollment_manual_add_embedding
.
For an example, see the example under plumerai_face_enrollment_manual_start_enrollment
above.
Arguments:
- pvi: An initialized
CPlumeraiVideoIntelligence
object. - face_embedding: The resulting face embedding if the result is
SUCCESS
orLOW_QUALITY_ENROLLMENT
.
Returns:
- Returns
SUCCESS
when enrollment was successful. Otherwise, returns one ofNOT_ENROLLING
,ENROLLMENT_FAILED
,LOW_QUALITY_ENROLLMENT
. See the enum for more information.
add_embedding¶
PlumeraiErrorCode plumerai_face_enrollment_manual_add_embedding(
CPlumeraiVideoIntelligence pvi, const int8_t *face_embedding,
size_t face_embedding_size, int face_id);
Add a face embedding to the face library for any plumerai_video_intelligence_process_frame
calls that follow.
A second embedding for the same face id will overwrite the previous one. When calling plumerai_face_identification_get_face_id
on a detected person box, it will use the face_id
provided here as return value.
Arguments:
- pvi: An initialized
CPlumeraiVideoIntelligence
object. - face_embedding: A face embedding as obtained from
plumerai_face_enrollment_manual_finish_enrollment
. - face_embedding_size: Only used in the case when
face_embedding
is a raw pointer: the size of the face embedding data. - face_id: An integer face-id, is not allowed to be equal to
FACE_ID_UNIDENTIFIED
orFACE_ID_NOT_IN_LIBRARY
.
Returns:
- Returns
SUCCESS
on success,INVALID_FACE_ID
,FACE_LIBRARY_FULL
, orINVALID_EMBEDDING
on failure.
get_face_ids¶
PlumeraiErrorCode plumerai_face_enrollment_manual_get_face_ids(
CPlumeraiVideoIntelligence pvi, int *face_ids, size_t *num_face_ids);
Return the face ids of all enrolled faces.
This list of face ids is not related to the faces currently in view. The face ids returned by this function are all faces that have ever been enrolled into the face library. To retrieve information about the faces currently in view, use plumerai_face_identification_get_face_id
.
The caller must provide a buffer of size at least max_library_size
integers.
Arguments:
- pvi: An initialized
CPlumeraiVideoIntelligence
object. - face_ids: A pointer to a user-allocated list that receives the enrolled face ids. It must hold at least
max_library_size
integers. - num_face_ids: An output parameter that receives the number of returned values.
Returns:
- Returns
SUCCESS
on success.
remove_embedding¶
PlumeraiErrorCode plumerai_face_enrollment_manual_remove_embedding(
CPlumeraiVideoIntelligence pvi, int face_id);
Remove a face embedding from the face library for any plumerai_video_intelligence_process_frame
calls that follow.
Arguments:
- pvi: An initialized
CPlumeraiVideoIntelligence
object. - face_id: An integer face-id, previously used in
plumerai_face_enrollment_manual_add_embedding
.
Returns:
- Returns
SUCCESS
on success,INVALID_FACE_ID
on failure.
remove_all_embeddings¶
PlumeraiErrorCode
plumerai_face_enrollment_manual_remove_all_embeddings(
CPlumeraiVideoIntelligence pvi);
Remove all face embeddings from the face library.
Arguments:
- pvi: An initialized
CPlumeraiVideoIntelligence
object.
Returns:
- Returns
SUCCESS
on success.
Constants¶
If the face-identification model is not confident about a face, it will output FACE_ID_UNIDENTIFIED
. If the model is confident that a face is not in the face library, it will output FACE_ID_NOT_IN_LIBRARY
.