refactor: use generic for recognize
Signed-off-by: Varun Patil <varunpatil@ucla.edu>pull/563/head
parent
af7000a037
commit
094a4b32d7
|
@ -59,8 +59,9 @@ return [
|
||||||
['name' => 'Tags#preview', 'url' => '/api/tags/preview/{name}', 'verb' => 'GET'],
|
['name' => 'Tags#preview', 'url' => '/api/tags/preview/{name}', 'verb' => 'GET'],
|
||||||
['name' => 'Tags#set', 'url' => '/api/tags/set/{id}', 'verb' => 'PATCH'],
|
['name' => 'Tags#set', 'url' => '/api/tags/set/{id}', 'verb' => 'PATCH'],
|
||||||
|
|
||||||
['name' => 'People#recognizePeople', 'url' => '/api/recognize/people', 'verb' => 'GET'],
|
['name' => 'PeopleRecognize#list', 'url' => '/api/recognize/people', 'verb' => 'GET'],
|
||||||
['name' => 'People#recognizePeoplePreview', 'url' => '/api/recognize/people/preview/{id}', 'verb' => 'GET'],
|
['name' => 'PeopleRecognize#preview', 'url' => '/api/recognize/people/preview/{name}', 'verb' => 'GET'],
|
||||||
|
|
||||||
['name' => 'People#facerecognitionPeople', 'url' => '/api/facerecognition/people', 'verb' => 'GET'],
|
['name' => 'People#facerecognitionPeople', 'url' => '/api/facerecognition/people', 'verb' => 'GET'],
|
||||||
['name' => 'People#facerecognitionPeoplePreview', 'url' => '/api/facerecognition/people/preview/{id}', 'verb' => 'GET'],
|
['name' => 'People#facerecognitionPeoplePreview', 'url' => '/api/facerecognition/people/preview/{id}', 'verb' => 'GET'],
|
||||||
|
|
||||||
|
|
|
@ -85,6 +85,7 @@ class AlbumsController extends GenericClusterController
|
||||||
|
|
||||||
// Get files
|
// Get files
|
||||||
$id = (int) $album['album_id'];
|
$id = (int) $album['album_id'];
|
||||||
|
|
||||||
return $this->timelineQuery->getAlbumFiles($id, $limit) ?? [];
|
return $this->timelineQuery->getAlbumFiles($id, $limit) ?? [];
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
|
@ -23,10 +23,7 @@ declare(strict_types=1);
|
||||||
|
|
||||||
namespace OCA\Memories\Controller;
|
namespace OCA\Memories\Controller;
|
||||||
|
|
||||||
use OCA\Memories\Errors;
|
|
||||||
use OCP\App\IAppManager;
|
use OCP\App\IAppManager;
|
||||||
use OCP\AppFramework\Http;
|
|
||||||
use OCP\AppFramework\Http\DataDisplayResponse;
|
|
||||||
use OCP\IConfig;
|
use OCP\IConfig;
|
||||||
|
|
||||||
trait GenericApiControllerUtils
|
trait GenericApiControllerUtils
|
||||||
|
@ -92,43 +89,4 @@ trait GenericApiControllerUtils
|
||||||
{
|
{
|
||||||
return \OCA\Memories\Util::placesGISType() > 0;
|
return \OCA\Memories\Util::placesGISType() > 0;
|
||||||
}
|
}
|
||||||
|
|
||||||
/**
|
|
||||||
* Given a list of file ids, return the first preview image possible.
|
|
||||||
*/
|
|
||||||
protected function getPreviewFromImageList(array $list, int $quality = 512): Http\Response
|
|
||||||
{
|
|
||||||
// Get preview manager
|
|
||||||
$previewManager = \OC::$server->get(\OCP\IPreview::class);
|
|
||||||
|
|
||||||
// Try to get a preview
|
|
||||||
$userFolder = $this->rootFolder->getUserFolder($this->getUID());
|
|
||||||
foreach ($list as &$img) {
|
|
||||||
// Get the file
|
|
||||||
$files = $userFolder->getById($img);
|
|
||||||
if (0 === \count($files)) {
|
|
||||||
continue;
|
|
||||||
}
|
|
||||||
|
|
||||||
// Check read permission
|
|
||||||
if (!$files[0]->isReadable()) {
|
|
||||||
continue;
|
|
||||||
}
|
|
||||||
|
|
||||||
// Get preview image
|
|
||||||
try {
|
|
||||||
$preview = $previewManager->getPreview($files[0], $quality, $quality, false);
|
|
||||||
$response = new DataDisplayResponse($preview->getContent(), Http::STATUS_OK, [
|
|
||||||
'Content-Type' => $preview->getMimeType(),
|
|
||||||
]);
|
|
||||||
$response->cacheFor(3600 * 24, false, false);
|
|
||||||
|
|
||||||
return $response;
|
|
||||||
} catch (\Exception $e) {
|
|
||||||
continue;
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
return Errors::NotFound('preview from list');
|
|
||||||
}
|
|
||||||
}
|
}
|
||||||
|
|
|
@ -27,6 +27,7 @@ use OCA\Memories\Db\TimelineRoot;
|
||||||
use OCA\Memories\Errors;
|
use OCA\Memories\Errors;
|
||||||
use OCA\Memories\HttpResponseException;
|
use OCA\Memories\HttpResponseException;
|
||||||
use OCP\AppFramework\Http;
|
use OCP\AppFramework\Http;
|
||||||
|
use OCP\AppFramework\Http\DataDisplayResponse;
|
||||||
use OCP\AppFramework\Http\JSONResponse;
|
use OCP\AppFramework\Http\JSONResponse;
|
||||||
|
|
||||||
abstract class GenericClusterController extends GenericApiController
|
abstract class GenericClusterController extends GenericApiController
|
||||||
|
@ -80,7 +81,7 @@ abstract class GenericClusterController extends GenericApiController
|
||||||
$this->sortFilesForPreview($files);
|
$this->sortFilesForPreview($files);
|
||||||
|
|
||||||
// Get preview from image list
|
// Get preview from image list
|
||||||
return $this->getPreviewFromImageList($this->getFileIds($files));
|
return $this->getPreviewFromImageList($files);
|
||||||
} catch (HttpResponseException $e) {
|
} catch (HttpResponseException $e) {
|
||||||
return $e->response;
|
return $e->response;
|
||||||
} catch (\Exception $e) {
|
} catch (\Exception $e) {
|
||||||
|
@ -101,7 +102,8 @@ abstract class GenericClusterController extends GenericApiController
|
||||||
$this->init();
|
$this->init();
|
||||||
|
|
||||||
// Get list of all files in this cluster
|
// Get list of all files in this cluster
|
||||||
$fileIds = $this->getFileIds($this->getFiles($name));
|
$files = $this->getFiles($name);
|
||||||
|
$fileIds = array_map([$this, 'getFileId'], $files);
|
||||||
|
|
||||||
// Get download handle
|
// Get download handle
|
||||||
$filename = $this->clusterName($name);
|
$filename = $this->clusterName($name);
|
||||||
|
@ -140,6 +142,60 @@ abstract class GenericClusterController extends GenericApiController
|
||||||
*/
|
*/
|
||||||
abstract protected function getFiles(string $name, ?int $limit = null): array;
|
abstract protected function getFiles(string $name, ?int $limit = null): array;
|
||||||
|
|
||||||
|
/**
|
||||||
|
* Human readable name for the cluster.
|
||||||
|
*/
|
||||||
|
protected function clusterName(string $name)
|
||||||
|
{
|
||||||
|
return $name;
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* Put the file objects in priority list.
|
||||||
|
* Works on the array in place.
|
||||||
|
*/
|
||||||
|
protected function sortFilesForPreview(array &$files)
|
||||||
|
{
|
||||||
|
shuffle($files);
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* Quality to use for the preview file.
|
||||||
|
*/
|
||||||
|
protected function getPreviewQuality(): int
|
||||||
|
{
|
||||||
|
return 512;
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* Perform any post processing and get the blob from the preview file.
|
||||||
|
*
|
||||||
|
* @param \OCP\Files\SimpleFS\ISimpleFile $file
|
||||||
|
* @param array $object The file object
|
||||||
|
*
|
||||||
|
* @return [Blob, mimetype] of data
|
||||||
|
*/
|
||||||
|
protected function getPreviewBlob($file, $object): array
|
||||||
|
{
|
||||||
|
return [$file->getContent(), $file->getMimeType()];
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* Get the file ID for a file object.
|
||||||
|
*/
|
||||||
|
protected function getFileId(array $file): int
|
||||||
|
{
|
||||||
|
return (int) $file['fileid'];
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* Should the timeline root be queried?
|
||||||
|
*/
|
||||||
|
protected function useTimelineRoot(): bool
|
||||||
|
{
|
||||||
|
return true;
|
||||||
|
}
|
||||||
|
|
||||||
/**
|
/**
|
||||||
* Initialize and check if the app is enabled.
|
* Initialize and check if the app is enabled.
|
||||||
* Gets the root node if required.
|
* Gets the root node if required.
|
||||||
|
@ -165,43 +221,45 @@ abstract class GenericClusterController extends GenericApiController
|
||||||
}
|
}
|
||||||
|
|
||||||
/**
|
/**
|
||||||
* Should the timeline root be queried?
|
* Given a list of file objects, return the first preview image possible.
|
||||||
*/
|
*/
|
||||||
protected function useTimelineRoot(): bool
|
private function getPreviewFromImageList(array $list): Http\Response
|
||||||
{
|
{
|
||||||
return true;
|
// Get preview manager
|
||||||
|
$previewManager = \OC::$server->get(\OCP\IPreview::class);
|
||||||
|
|
||||||
|
// Try to get a preview
|
||||||
|
$userFolder = $this->rootFolder->getUserFolder($this->getUID());
|
||||||
|
foreach ($list as $img) {
|
||||||
|
// Get the file
|
||||||
|
$files = $userFolder->getById($this->getFileId($img));
|
||||||
|
if (0 === \count($files)) {
|
||||||
|
continue;
|
||||||
}
|
}
|
||||||
|
|
||||||
/**
|
// Check read permission
|
||||||
* Human readable name for the cluster.
|
if (!$files[0]->isReadable()) {
|
||||||
*/
|
continue;
|
||||||
protected function clusterName(string $name)
|
|
||||||
{
|
|
||||||
return $name;
|
|
||||||
}
|
}
|
||||||
|
|
||||||
/**
|
// Get preview image
|
||||||
* Put the file objects in priority list.
|
try {
|
||||||
* Works on the array in place.
|
$quality = $this->getPreviewQuality();
|
||||||
*/
|
$file = $previewManager->getPreview($files[0], $quality, $quality, false);
|
||||||
protected function sortFilesForPreview(array &$files)
|
|
||||||
{
|
[$blob, $mimetype] = $this->getPreviewBlob($file, $img);
|
||||||
shuffle($files);
|
|
||||||
|
$response = new DataDisplayResponse($blob, Http::STATUS_OK, [
|
||||||
|
'Content-Type' => $mimetype,
|
||||||
|
]);
|
||||||
|
$response->cacheFor(3600 * 24, false, false);
|
||||||
|
|
||||||
|
return $response;
|
||||||
|
} catch (\Exception $e) {
|
||||||
|
continue;
|
||||||
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
/**
|
return Errors::NotFound('preview from list');
|
||||||
* Get the file ID for a file object.
|
|
||||||
*/
|
|
||||||
protected function getFileId(array $file): int
|
|
||||||
{
|
|
||||||
return (int) $file['fileid'];
|
|
||||||
}
|
|
||||||
|
|
||||||
/**
|
|
||||||
* Get array of fileIds from array of file objects.
|
|
||||||
*/
|
|
||||||
private function getFileIds(array $files): array
|
|
||||||
{
|
|
||||||
return array_map([$this, 'getFileId'], $files);
|
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
|
@ -32,77 +32,6 @@ use OCP\Files\FileInfo;
|
||||||
|
|
||||||
class PeopleController extends GenericApiController
|
class PeopleController extends GenericApiController
|
||||||
{
|
{
|
||||||
/**
|
|
||||||
* @NoAdminRequired
|
|
||||||
*
|
|
||||||
* Get list of faces with counts of images
|
|
||||||
*/
|
|
||||||
public function recognizePeople(): Http\Response
|
|
||||||
{
|
|
||||||
try {
|
|
||||||
$uid = $this->getUID();
|
|
||||||
} catch (\Exception $e) {
|
|
||||||
return Errors::NotLoggedIn();
|
|
||||||
}
|
|
||||||
|
|
||||||
// Check faces enabled for this user
|
|
||||||
if (!$this->recognizeIsEnabled()) {
|
|
||||||
return Errors::NotEnabled('Recognize');
|
|
||||||
}
|
|
||||||
|
|
||||||
// If this isn't the timeline folder then things aren't going to work
|
|
||||||
$root = $this->getRequestRoot();
|
|
||||||
if ($root->isEmpty()) {
|
|
||||||
return Errors::NoRequestRoot();
|
|
||||||
}
|
|
||||||
|
|
||||||
// Run actual query
|
|
||||||
$list = $this->timelineQuery->getPeopleRecognize(
|
|
||||||
$root,
|
|
||||||
$uid
|
|
||||||
);
|
|
||||||
|
|
||||||
return new JSONResponse($list, Http::STATUS_OK);
|
|
||||||
}
|
|
||||||
|
|
||||||
/**
|
|
||||||
* @NoAdminRequired
|
|
||||||
*
|
|
||||||
* @NoCSRFRequired
|
|
||||||
*
|
|
||||||
* Get face preview image cropped with imagick
|
|
||||||
*
|
|
||||||
* @return DataResponse
|
|
||||||
*/
|
|
||||||
public function recognizePeoplePreview(int $id): Http\Response
|
|
||||||
{
|
|
||||||
try {
|
|
||||||
$uid = $this->getUID();
|
|
||||||
} catch (\Exception $e) {
|
|
||||||
return Errors::NotLoggedIn();
|
|
||||||
}
|
|
||||||
|
|
||||||
// Check faces enabled for this user
|
|
||||||
if (!$this->recognizeIsEnabled()) {
|
|
||||||
return Errors::NotEnabled('Recognize');
|
|
||||||
}
|
|
||||||
|
|
||||||
// Get folder to search for
|
|
||||||
$root = $this->getRequestRoot();
|
|
||||||
if ($root->isEmpty()) {
|
|
||||||
return Errors::NoRequestRoot();
|
|
||||||
}
|
|
||||||
|
|
||||||
// Run actual query
|
|
||||||
$detections = $this->timelineQuery->getPeopleRecognizePreview($root, $id, $uid);
|
|
||||||
|
|
||||||
if (0 === \count($detections)) {
|
|
||||||
return Errors::NotFound('detections');
|
|
||||||
}
|
|
||||||
|
|
||||||
return $this->getPreviewResponse($detections, 1.5);
|
|
||||||
}
|
|
||||||
|
|
||||||
/**
|
/**
|
||||||
* @NoAdminRequired
|
* @NoAdminRequired
|
||||||
*
|
*
|
||||||
|
|
|
@ -0,0 +1,114 @@
|
||||||
|
<?php
|
||||||
|
|
||||||
|
declare(strict_types=1);
|
||||||
|
|
||||||
|
/**
|
||||||
|
* @copyright Copyright (c) 2023 Varun Patil <radialapps@gmail.com>
|
||||||
|
* @author Varun Patil <radialapps@gmail.com>
|
||||||
|
* @license AGPL-3.0-or-later
|
||||||
|
*
|
||||||
|
* This program is free software: you can redistribute it and/or modify
|
||||||
|
* it under the terms of the GNU Affero General Public License as
|
||||||
|
* published by the Free Software Foundation, either version 3 of the
|
||||||
|
* License, or (at your option) any later version.
|
||||||
|
*
|
||||||
|
* This program is distributed in the hope that it will be useful,
|
||||||
|
* but WITHOUT ANY WARRANTY; without even the implied warranty of
|
||||||
|
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
||||||
|
* GNU Affero General Public License for more details.
|
||||||
|
*
|
||||||
|
* You should have received a copy of the GNU Affero General Public License
|
||||||
|
* along with this program. If not, see <http://www.gnu.org/licenses/>.
|
||||||
|
*/
|
||||||
|
|
||||||
|
namespace OCA\Memories\Controller;
|
||||||
|
|
||||||
|
trait PeopleControllerUtils
|
||||||
|
{
|
||||||
|
private function sortByScores(array &$list): void
|
||||||
|
{
|
||||||
|
// Score the face detections
|
||||||
|
foreach ($list as &$p) {
|
||||||
|
// Make sure we have integers
|
||||||
|
$p['fileid'] = (int) $p['fileid'];
|
||||||
|
|
||||||
|
// Get actual pixel size of face
|
||||||
|
$iw = min((int) ($p['image_width'] ?: 512), 2048);
|
||||||
|
$ih = min((int) ($p['image_height'] ?: 512), 2048);
|
||||||
|
$w = (float) $p['width'];
|
||||||
|
$h = (float) $p['height'];
|
||||||
|
|
||||||
|
// Get center of face
|
||||||
|
$x = (float) $p['x'] + (float) $p['width'] / 2;
|
||||||
|
$y = (float) $p['y'] + (float) $p['height'] / 2;
|
||||||
|
|
||||||
|
// 3D normal distribution - if the face is closer to the center, it's better
|
||||||
|
$positionScore = exp(-($x - 0.5) ** 2 * 4) * exp(-($y - 0.5) ** 2 * 4);
|
||||||
|
|
||||||
|
// Root size distribution - if the image is bigger, it's better,
|
||||||
|
// but it doesn't matter beyond a certain point
|
||||||
|
$imgSizeScore = ($iw * 100) ** (1 / 2) * ($ih * 100) ** (1 / 2);
|
||||||
|
|
||||||
|
// Faces occupying too much of the image don't look particularly good
|
||||||
|
$faceSizeScore = (-$w ** 2 + $w) * (-$h ** 2 + $h);
|
||||||
|
|
||||||
|
// Combine scores
|
||||||
|
$p['score'] = $positionScore * $imgSizeScore * $faceSizeScore;
|
||||||
|
}
|
||||||
|
|
||||||
|
// Sort previews by score descending
|
||||||
|
usort($list, fn ($a, $b) => $b['score'] <=> $a['score']);
|
||||||
|
}
|
||||||
|
|
||||||
|
/**
|
||||||
|
* Crop the preview to the face.
|
||||||
|
*
|
||||||
|
* @param \OCP\Files\SimpleFS\ISimpleFile $file
|
||||||
|
* @param array $object The face object
|
||||||
|
*
|
||||||
|
* @return [Blob, mimetype] of resulting image
|
||||||
|
*
|
||||||
|
* @throws \Exception if file could not be used
|
||||||
|
*/
|
||||||
|
private function cropFace($file, array $object, float $padding)
|
||||||
|
{
|
||||||
|
/** @var \Imagick */
|
||||||
|
$image = null;
|
||||||
|
|
||||||
|
try {
|
||||||
|
$image = new \Imagick();
|
||||||
|
$image->readImageBlob($file->getContent());
|
||||||
|
} catch (\ImagickException $e) {
|
||||||
|
throw new \Exception('Could not read image');
|
||||||
|
}
|
||||||
|
|
||||||
|
$iw = $image->getImageWidth();
|
||||||
|
$ih = $image->getImageHeight();
|
||||||
|
|
||||||
|
if ($iw <= 0 || $ih <= 0) {
|
||||||
|
$image = null;
|
||||||
|
|
||||||
|
throw new \Exception('Invalid image size');
|
||||||
|
}
|
||||||
|
|
||||||
|
// Set quality and make progressive
|
||||||
|
$image->setImageCompressionQuality(80);
|
||||||
|
$image->setInterlaceScheme(\Imagick::INTERLACE_PLANE);
|
||||||
|
|
||||||
|
// Crop image
|
||||||
|
$dw = (float) $object['width'];
|
||||||
|
$dh = (float) $object['height'];
|
||||||
|
$dcx = (float) $object['x'] + (float) $object['width'] / 2;
|
||||||
|
$dcy = (float) $object['y'] + (float) $object['height'] / 2;
|
||||||
|
$faceDim = max($dw * $iw, $dh * $ih) * $padding;
|
||||||
|
$image->cropImage(
|
||||||
|
(int) $faceDim,
|
||||||
|
(int) $faceDim,
|
||||||
|
(int) ($dcx * $iw - $faceDim / 2),
|
||||||
|
(int) ($dcy * $ih - $faceDim / 2),
|
||||||
|
);
|
||||||
|
$image->scaleImage(512, 512, true);
|
||||||
|
|
||||||
|
return [$image->getImageBlob(), $image->getImageMimeType()];
|
||||||
|
}
|
||||||
|
}
|
|
@ -0,0 +1,59 @@
|
||||||
|
<?php
|
||||||
|
|
||||||
|
declare(strict_types=1);
|
||||||
|
|
||||||
|
/**
|
||||||
|
* @copyright Copyright (c) 2022 Varun Patil <radialapps@gmail.com>
|
||||||
|
* @author Varun Patil <radialapps@gmail.com>
|
||||||
|
* @license AGPL-3.0-or-later
|
||||||
|
*
|
||||||
|
* This program is free software: you can redistribute it and/or modify
|
||||||
|
* it under the terms of the GNU Affero General Public License as
|
||||||
|
* published by the Free Software Foundation, either version 3 of the
|
||||||
|
* License, or (at your option) any later version.
|
||||||
|
*
|
||||||
|
* This program is distributed in the hope that it will be useful,
|
||||||
|
* but WITHOUT ANY WARRANTY; without even the implied warranty of
|
||||||
|
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
||||||
|
* GNU Affero General Public License for more details.
|
||||||
|
*
|
||||||
|
* You should have received a copy of the GNU Affero General Public License
|
||||||
|
* along with this program. If not, see <http://www.gnu.org/licenses/>.
|
||||||
|
*/
|
||||||
|
|
||||||
|
namespace OCA\Memories\Controller;
|
||||||
|
|
||||||
|
class PeopleRecognizeController extends GenericClusterController
|
||||||
|
{
|
||||||
|
use PeopleControllerUtils;
|
||||||
|
|
||||||
|
protected function appName(): string
|
||||||
|
{
|
||||||
|
return 'Recognize';
|
||||||
|
}
|
||||||
|
|
||||||
|
protected function isEnabled(): bool
|
||||||
|
{
|
||||||
|
return $this->recognizeIsEnabled();
|
||||||
|
}
|
||||||
|
|
||||||
|
protected function getClusters(): array
|
||||||
|
{
|
||||||
|
return $this->timelineQuery->getPeopleRecognize($this->root, $this->getUID());
|
||||||
|
}
|
||||||
|
|
||||||
|
protected function getFiles(string $name, ?int $limit = null): array
|
||||||
|
{
|
||||||
|
return $this->timelineQuery->getPeopleRecognizeFiles((int) $name, $this->root, $limit) ?? [];
|
||||||
|
}
|
||||||
|
|
||||||
|
protected function sortFilesForPreview(array &$files)
|
||||||
|
{
|
||||||
|
$this->sortByScores($files);
|
||||||
|
}
|
||||||
|
|
||||||
|
protected function getPreviewBlob($file, $object): array
|
||||||
|
{
|
||||||
|
return $this->cropFace($file, $object, 1.5);
|
||||||
|
}
|
||||||
|
}
|
|
@ -105,7 +105,7 @@ trait TimelineQueryPeopleRecognize
|
||||||
return $faces;
|
return $faces;
|
||||||
}
|
}
|
||||||
|
|
||||||
public function getPeopleRecognizePreview(TimelineRoot &$root, int $id, string $uid): array
|
public function getPeopleRecognizeFiles(int $id, TimelineRoot $root, ?int $limit): array
|
||||||
{
|
{
|
||||||
$query = $this->connection->getQueryBuilder();
|
$query = $this->connection->getQueryBuilder();
|
||||||
|
|
||||||
|
@ -122,11 +122,8 @@ trait TimelineQueryPeopleRecognize
|
||||||
'm.datetaken', // Just in case, for postgres
|
'm.datetaken', // Just in case, for postgres
|
||||||
)->from('recognize_face_detections', 'rfd');
|
)->from('recognize_face_detections', 'rfd');
|
||||||
|
|
||||||
// WHERE detection belongs to this cluster AND user
|
// WHERE detection belongs to this cluster
|
||||||
$query->where($query->expr()->andX(
|
$query->where($query->expr()->eq('rfd.cluster_id', $query->createNamedParameter($id)));
|
||||||
$query->expr()->eq('rfd.cluster_id', $query->createNamedParameter($id)),
|
|
||||||
$query->expr()->eq('rfd.user_id', $query->createNamedParameter($uid)),
|
|
||||||
));
|
|
||||||
|
|
||||||
// WHERE these photos are memories indexed
|
// WHERE these photos are memories indexed
|
||||||
$query->innerJoin('rfd', 'memories', 'm', $query->expr()->eq('m.fileid', 'rfd.file_id'));
|
$query->innerJoin('rfd', 'memories', 'm', $query->expr()->eq('m.fileid', 'rfd.file_id'));
|
||||||
|
@ -135,51 +132,16 @@ trait TimelineQueryPeopleRecognize
|
||||||
$query = $this->joinFilecache($query, $root, true, false);
|
$query = $this->joinFilecache($query, $root, true, false);
|
||||||
|
|
||||||
// LIMIT results
|
// LIMIT results
|
||||||
$query->setMaxResults(15);
|
if (null !== $limit) {
|
||||||
|
$query->setMaxResults($limit);
|
||||||
|
}
|
||||||
|
|
||||||
// Sort by date taken so we get recent photos
|
// Sort by date taken so we get recent photos
|
||||||
$query->orderBy('m.datetaken', 'DESC');
|
$query->orderBy('m.datetaken', 'DESC');
|
||||||
$query->addOrderBy('m.fileid', 'DESC'); // tie-breaker
|
$query->addOrderBy('m.fileid', 'DESC'); // tie-breaker
|
||||||
|
|
||||||
// FETCH face detections
|
// FETCH face detections
|
||||||
$cursor = $this->executeQueryWithCTEs($query);
|
return $this->executeQueryWithCTEs($query)->fetchAll();
|
||||||
$previews = $cursor->fetchAll();
|
|
||||||
if (empty($previews)) {
|
|
||||||
return [];
|
|
||||||
}
|
|
||||||
|
|
||||||
// Score the face detections
|
|
||||||
foreach ($previews as &$p) {
|
|
||||||
// Get actual pixel size of face
|
|
||||||
$iw = min((int) ($p['image_width'] ?: 512), 2048);
|
|
||||||
$ih = min((int) ($p['image_height'] ?: 512), 2048);
|
|
||||||
$w = (float) $p['width'];
|
|
||||||
$h = (float) $p['height'];
|
|
||||||
|
|
||||||
// Get center of face
|
|
||||||
$x = (float) $p['x'] + (float) $p['width'] / 2;
|
|
||||||
$y = (float) $p['y'] + (float) $p['height'] / 2;
|
|
||||||
|
|
||||||
// 3D normal distribution - if the face is closer to the center, it's better
|
|
||||||
$positionScore = exp(-($x - 0.5) ** 2 * 4) * exp(-($y - 0.5) ** 2 * 4);
|
|
||||||
|
|
||||||
// Root size distribution - if the image is bigger, it's better,
|
|
||||||
// but it doesn't matter beyond a certain point
|
|
||||||
$imgSizeScore = ($iw * 100) ** (1 / 2) * ($ih * 100) ** (1 / 2);
|
|
||||||
|
|
||||||
// Faces occupying too much of the image don't look particularly good
|
|
||||||
$faceSizeScore = (-$w ** 2 + $w) * (-$h ** 2 + $h);
|
|
||||||
|
|
||||||
// Combine scores
|
|
||||||
$p['score'] = $positionScore * $imgSizeScore * $faceSizeScore;
|
|
||||||
}
|
|
||||||
|
|
||||||
// Sort previews by score descending
|
|
||||||
usort($previews, function ($a, $b) {
|
|
||||||
return $b['score'] <=> $a['score'];
|
|
||||||
});
|
|
||||||
|
|
||||||
return $previews;
|
|
||||||
}
|
}
|
||||||
|
|
||||||
/** Convert face fields to object */
|
/** Convert face fields to object */
|
||||||
|
|
Loading…
Reference in New Issue