From d36063a6aff9738b412359fa5f2a7ad67b44c249 Mon Sep 17 00:00:00 2001 From: Luis De Marchi Date: Sun, 30 Jun 2019 11:40:19 -0300 Subject: [PATCH 1/5] README - Added Sample Code --- README.md | 78 ++++++++++++++++++++++++++++++++++++++++++++++++++----- 1 file changed, 71 insertions(+), 7 deletions(-) diff --git a/README.md b/README.md index c48d383..3c9cc14 100755 --- a/README.md +++ b/README.md @@ -11,6 +11,10 @@ This plugin implementation of the method described in [2013 by Markuš et al](ht PS: For older smartphones, it is ideal that each frame analyzed has a maximum height and width of 60 pixels and the processing loop runs every 100 milliseconds or more. In the sample project this was implemented. + +---- + + # Installation ``` cordova plugins add cordova-plugin-facedetection-lite @@ -32,11 +36,6 @@ facedetection.initFaceDetection(5, "./facefinder", function (result) { }); ``` **Warning**: Until the current version, the parameters are being ignored on some platforms, being ixed default value in the code. -{: .alert .alert-warning} - - ----- - ### detections(rgba, width, height, minSizeFace, maxSizeFace, iouthreshold, resultCallback) @@ -48,8 +47,6 @@ facedetection.initFaceDetection(5, "./facefinder", function (result) { * `iouthreshold` - Maximum size of selected faces * `resultCallback` - Callback function -**Warning**: Until the current version, only the first 3 parameters are implemented and the rest of the parameters are being ignored on some of the platforms, being fixed default value in the code. - ##### Code: ```javascript facedetection.detections(rgba, cameraWidth, cameraHeight, cameraWidth * 0.2, cameraWidth * 1.2, 0.1, function (dets) { @@ -65,8 +62,15 @@ facedetection.detections(rgba, cameraWidth, cameraHeight, cameraWidth * 0.2, cam } }); ``` +**Warning**: Until the current version, only the first 3 parameters are implemented and the rest of the parameters are being ignored on some of the platforms, being fixed default value in the code. + + +---- + # Sample App + +## Camera TODO @@ -82,6 +86,62 @@ TODO
+## Image +```javascript +function sampleImageDetector() { + var width = 319; + var height = 480; + + var canvasPreview = document.createElement('canvas'); + canvasPreview.width = width; + canvasPreview.height = height; + + var canvasPreviewCtx = canvasPreview.getContext('2d'); + + var url = 'https://upload.wikimedia.org/wikipedia/commons/thumb/6/65/Will_Smith_by_Gage_Skidmore.jpg/319px-Will_Smith_by_Gage_Skidmore.jpg'; + var baseImage = new Image(); + baseImage.src = url + '?' + new Date().getTime(); + baseImage.setAttribute('crossOrigin', ''); + baseImage.onload = function () { + canvasPreviewCtx.drawImage(baseImage, 0, 0); + var rgba = canvasPreviewCtx.getImageData(0, 0, width, height).data; + + facedetection.initFaceDetection(0, "./facefinder", function (result) { + facedetection.detections(rgba, width, height, width * 0.2, width * 1.2, 0.1, + function (dets) { + var greaterFace = Math.max.apply( + Math, + dets.map(function (o) { + return o[2]; + }) + ); + + for (i = 0; i < dets.length; ++i) { + var box = dets[i]; + if (box[2] != greaterFace || box[3] === undefined) { + continue; + } + + if (box !== undefined) { + canvasPreviewCtx.beginPath(); + canvasPreviewCtx.arc(box[1], box[0], box[2] / 2, 0, 2 * Math.PI, false); + canvasPreviewCtx.lineWidth = 3; + canvasPreviewCtx.strokeStyle = 'red'; + canvasPreviewCtx.stroke(); + } + } + document.body.appendChild(canvasPreview); + }); + }); + + }; +} +``` + + +---- + + # Task List - [x] Basic structure of the plugin; - [x] Add PicoJS library to the Browser @@ -90,6 +150,10 @@ TODO - [ ] Process dynamic path to training file - [ ] Process dynamic parameters when calling each function + +---- + + # Development If you intend to do some improvement in the project, follow some instructions, such as compiling library in the C language. 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b5a4438f979eb6133e7669ccd65b152d2c49450a Mon Sep 17 00:00:00 2001 From: Luis De Marchi Date: Sun, 30 Jun 2019 21:16:58 -0300 Subject: [PATCH 3/5] IOS - Detection in Background --- src/ios/FaceDetection.m | 194 +++++++++++++++++++--------------------- 1 file changed, 91 insertions(+), 103 deletions(-) diff --git a/src/ios/FaceDetection.m b/src/ios/FaceDetection.m index 53e104c..078b9bc 100755 --- a/src/ios/FaceDetection.m +++ b/src/ios/FaceDetection.m @@ -5,8 +5,7 @@ @interface FaceDetection : CDVPlugin { bool initialized; - int faceFrameMemory; - UInt8* faceFinder; + NSData *faceFinder; int maxslotsize; int maxndets; Float32* memory; @@ -56,111 +55,100 @@ - (void)initFaceDetection:(CDVInvokedUrlCommand*)command{ [self.commandDelegate sendPluginResult:[CDVPluginResult resultWithStatus:CDVCommandStatus_OK] callbackId:command.callbackId]; return; } + - NSURL *URL = [NSURL URLWithString:@"https://raw.githubusercontent.com/nenadmarkus/pico/c2e81f9d23cc11d1a612fd21e4f9de0921a5d0d9/rnt/cascades/facefinder"]; - NSURLSession *session = [NSURLSession sessionWithConfiguration: - [NSURLSessionConfiguration defaultSessionConfiguration]]; - NSURLSessionTask *task = [session downloadTaskWithURL:URL - completionHandler:^(NSURL *location, NSURLResponse *response, NSError *error) { - if ( !error){ - NSData* file = [NSData dataWithContentsOfURL: location]; - UInt8* faceFinderTemp = malloc(sizeof(UInt8) * file.length); - [file getBytes:faceFinderTemp length:file.length]; - self->faceFinder = faceFinderTemp; - - self->maxndets = 20; - -// self->detections = malloc(sizeof(Float32) * 4 * self->maxndets); - - int nmemslots = 5; - self->maxslotsize = 256; - - self->memory = malloc(sizeof(Float32*) * 4*nmemslots*self->maxslotsize); - - - [self.commandDelegate sendPluginResult:[CDVPluginResult resultWithStatus:CDVCommandStatus_OK] callbackId:command.callbackId]; - } - }]; - [task resume]; - initialized = true; -} +// NSURL *URL = [NSURL URLWithString:@"https://raw.githubusercontent.com/nenadmarkus/pico/c2e81f9d23cc11d1a612fd21e4f9de0921a5d0d9/rnt/cascades/facefinder"]; +// NSURLSession *session = [NSURLSession sessionWithConfiguration: +// [NSURLSessionConfiguration defaultSessionConfiguration]]; +// NSURLSessionTask *task = [session downloadTaskWithURL:URL +// completionHandler:^(NSURL *location, NSURLResponse *response, NSError *error) { +// if ( !error){ +// NSData* file = [NSData dataWithContentsOfURL: location]; +// UInt8* faceFinderTemp = malloc(sizeof(UInt8) * file.length); +// [file getBytes:faceFinderTemp length:file.length]; +// self->faceFinder = file; +// } +// }]; +// [task resume]; + + + NSString* currentFile = [self.commandDelegate pathForResource:@"facefinder"]; + NSData *fileData = [NSData dataWithContentsOfFile:currentFile]; -- (void)detections:(CDVInvokedUrlCommand*)command{ - if (self->maxndets > 0){ - NSDictionary* data = [command argumentAtIndex:0]; - NSDictionary* rgbaDict = [data objectForKey:@"rgba"]; - - int height = [[data objectForKey:@"height"] intValue]; - int width = [[data objectForKey:@"width"] intValue]; - - long totalPixels = height*width; - UInt8 rawData[totalPixels]; - for(int i=0; i < totalPixels; ++i) { - // gray = red(20%) + green(70%) + blue(10%) - int red = 0.2126 * [[rgbaDict valueForKey:[NSString stringWithFormat:@"%d", 4*i]] intValue]; - int green = 0.7152 * [[rgbaDict valueForKey:[NSString stringWithFormat:@"%d", 4*i+1]] intValue]; - int blue = 0.0722 * [[rgbaDict valueForKey:[NSString stringWithFormat:@"%d", 4*i+2]] intValue]; - rawData[i] = red + green + blue; - } - - float dets[4 * self->maxndets]; - - - int ndets; - ndets = find_objects( - &dets, self->maxndets, - self->faceFinder, 0.0, - rawData, height, width, width, - 1.1, 0.1, 10, 100 - ); - - int nmemslots = 5; - int* slot[1]; - slot[0] = 0; - - UInt32* counts = malloc(sizeof(UInt32) * nmemslots); - for(int i=0; i < nmemslots; ++i) { - counts[i] = 0; - } - - ndets = update_memory( - slot, - &self->memory, counts, nmemslots, self->maxslotsize, - &dets, ndets, self->maxndets - ); - ndets = cluster_detections( - &dets, ndets - ); - NSMutableArray* detectionArray = [NSMutableArray arrayWithCapacity:ndets]; - for (int i = 0; i < ndets; i++) { - NSNumber *y = [NSNumber numberWithFloat:dets[4*i]]; - NSNumber *x = [NSNumber numberWithFloat:dets[4*i+1]]; - NSNumber *size = [NSNumber numberWithFloat:dets[4*i+2]]; - NSNumber *score = [NSNumber numberWithFloat:dets[4*i+4]]; - - [detectionArray addObject:@[y, x, size, score]]; - } - -// free(dets); -// free(rawData); -// free(slot); - counts = NULL; - free(counts); - for(int i=0; i < totalPixels; ++i) { - rawData[i] = 0; - } - data = nil; - rgbaDict = nil; - CDVPluginResult* pluginResult = [CDVPluginResult resultWithStatus:CDVCommandStatus_OK messageAsArray:detectionArray]; - [self.commandDelegate sendPluginResult:pluginResult callbackId:command.callbackId]; - detectionArray = nil; - - }else{ - CDVPluginResult* pluginResult = [CDVPluginResult resultWithStatus:CDVCommandStatus_OK messageAsArray:@[]]; - [self.commandDelegate sendPluginResult:pluginResult callbackId:command.callbackId]; - } + self->faceFinder = fileData; + self->maxndets = 20; + int nmemslots = 5; + self->maxslotsize = 256; + self->memory = malloc(sizeof(Float32*) * 4*nmemslots*self->maxslotsize); + + initialized = true; + [self.commandDelegate sendPluginResult:[CDVPluginResult resultWithStatus:CDVCommandStatus_OK] callbackId:command.callbackId]; } +- (void)detections:(CDVInvokedUrlCommand*)command +{ + [self.commandDelegate runInBackground:^{ + if (self->maxndets > 0){ + NSDictionary* data = [command argumentAtIndex:0]; + NSDictionary* rgbaDict = [data objectForKey:@"rgba"]; + + int height = [[data objectForKey:@"height"] intValue]; + int width = [[data objectForKey:@"width"] intValue]; + + long totalPixels = height*width; + UInt8 rawData[totalPixels]; + for(int i=0; i < totalPixels; ++i) { + // gray = red(20%) + green(70%) + blue(10%) + int red = 0.2126 * [[rgbaDict valueForKey:[NSString stringWithFormat:@"%d", 4*i]] intValue]; + int green = 0.7152 * [[rgbaDict valueForKey:[NSString stringWithFormat:@"%d", 4*i+1]] intValue]; + int blue = 0.0722 * [[rgbaDict valueForKey:[NSString stringWithFormat:@"%d", 4*i+2]] intValue]; + rawData[i] = red + green + blue; + } + + float dets[4 * self->maxndets]; + + int ndets; + ndets = find_objects( + &dets, self->maxndets, + [self->faceFinder bytes], 0.0, + rawData, height, width, width, + 1.1, 0.1, 10, 100 + ); + + int nmemslots = 5; + int* slot[1]; + slot[0] = 0; + UInt32* counts[nmemslots]; + ndets = update_memory( + slot, + &self->memory, counts, nmemslots, self->maxslotsize, + &dets, ndets, self->maxndets + ); + ndets = cluster_detections( + &dets, ndets + ); + NSMutableArray* detectionArray = [NSMutableArray arrayWithCapacity:ndets]; + for (int i = 0; i < ndets; i++) { + NSNumber *y = [NSNumber numberWithFloat:dets[4*i]]; + NSNumber *x = [NSNumber numberWithFloat:dets[4*i+1]]; + NSNumber *size = [NSNumber numberWithFloat:dets[4*i+2]]; + NSNumber *score = [NSNumber numberWithFloat:dets[4*i+4]]; + + [detectionArray addObject:@[y, x, size, score]]; + } + + data = nil; + rgbaDict = nil; + CDVPluginResult* pluginResult = [CDVPluginResult resultWithStatus:CDVCommandStatus_OK messageAsArray:detectionArray]; + [self.commandDelegate sendPluginResult:pluginResult callbackId:command.callbackId]; + detectionArray = nil; + + }else{ + CDVPluginResult* pluginResult = [CDVPluginResult resultWithStatus:CDVCommandStatus_OK messageAsArray:@[]]; + [self.commandDelegate sendPluginResult:pluginResult callbackId:command.callbackId]; + } + }]; +} @end From 9d6b2db2c995d4ef1958a563f814d38145a64d2e Mon Sep 17 00:00:00 2001 From: Luis De Marchi Date: Mon, 1 Jul 2019 00:23:22 -0300 Subject: [PATCH 4/5] BUGFIX - iOS isNaN float value --- src/ios/FaceDetection.m | 53 +++++++++++++++++++++++++++++++---------- 1 file changed, 40 insertions(+), 13 deletions(-) diff --git a/src/ios/FaceDetection.m b/src/ios/FaceDetection.m index 078b9bc..aa3d005 100755 --- a/src/ios/FaceDetection.m +++ b/src/ios/FaceDetection.m @@ -5,10 +5,11 @@ @interface FaceDetection : CDVPlugin { bool initialized; + int faceFrameMemory; NSData *faceFinder; int maxslotsize; int maxndets; - Float32* memory; + Float32* memoryDets; UInt32* counts; } @@ -80,7 +81,7 @@ - (void)initFaceDetection:(CDVInvokedUrlCommand*)command{ self->maxndets = 20; int nmemslots = 5; self->maxslotsize = 256; - self->memory = malloc(sizeof(Float32*) * 4*nmemslots*self->maxslotsize); + self->memoryDets = malloc(sizeof(Float32*) * 4*nmemslots*self->maxslotsize); initialized = true; @@ -90,11 +91,17 @@ - (void)detections:(CDVInvokedUrlCommand*)command { [self.commandDelegate runInBackground:^{ if (self->maxndets > 0){ - NSDictionary* data = [command argumentAtIndex:0]; - NSDictionary* rgbaDict = [data objectForKey:@"rgba"]; - - int height = [[data objectForKey:@"height"] intValue]; - int width = [[data objectForKey:@"width"] intValue]; + NSDictionary* data; + NSDictionary* rgbaDict; + int height; + int width; + + data = [command argumentAtIndex:0]; + rgbaDict = [data objectForKey:@"rgba"]; + + height = [[data objectForKey:@"height"] intValue]; + width = [[data objectForKey:@"width"] intValue]; + long totalPixels = height*width; UInt8 rawData[totalPixels]; @@ -109,11 +116,13 @@ - (void)detections:(CDVInvokedUrlCommand*)command float dets[4 * self->maxndets]; int ndets; + float minSizeFace = width * 0.3; + float maxSizeFace = width * 0.9; ndets = find_objects( &dets, self->maxndets, [self->faceFinder bytes], 0.0, rawData, height, width, width, - 1.1, 0.1, 10, 100 + 1.1, 0.12, minSizeFace, maxSizeFace ); int nmemslots = 5; @@ -123,28 +132,46 @@ - (void)detections:(CDVInvokedUrlCommand*)command ndets = update_memory( slot, - &self->memory, counts, nmemslots, self->maxslotsize, + &self->memoryDets, counts, nmemslots, self->maxslotsize, &dets, ndets, self->maxndets ); ndets = cluster_detections( &dets, ndets ); - NSMutableArray* detectionArray = [NSMutableArray arrayWithCapacity:ndets]; + NSMutableArray* detectionArray = [NSMutableArray new]; for (int i = 0; i < ndets; i++) { NSNumber *y = [NSNumber numberWithFloat:dets[4*i]]; NSNumber *x = [NSNumber numberWithFloat:dets[4*i+1]]; NSNumber *size = [NSNumber numberWithFloat:dets[4*i+2]]; NSNumber *score = [NSNumber numberWithFloat:dets[4*i+4]]; + if (!isnormal(y.floatValue) || !isnormal(x.floatValue) || !isnormal(size.floatValue)){ + continue; + }else if (isnan(score.floatValue)){ + self->maxndets = 0; + self->initialized = false; + #warning TODO - pass original parameters + [self initFaceDetection:command]; + CDVPluginResult* pluginResult = [CDVPluginResult resultWithStatus:CDVCommandStatus_OK messageAsArray:@[]]; + [self.commandDelegate sendPluginResult:pluginResult callbackId:command.callbackId]; + return; + } + [detectionArray addObject:@[y, x, size, score]]; } + @try { + CDVPluginResult* pluginResult = [CDVPluginResult resultWithStatus:CDVCommandStatus_OK messageAsArray:detectionArray]; + [self.commandDelegate sendPluginResult:pluginResult callbackId:command.callbackId]; + } + @catch (NSException *exception) { + CDVPluginResult* pluginResult = [CDVPluginResult resultWithStatus:CDVCommandStatus_OK messageAsArray:@[]]; + [self.commandDelegate sendPluginResult:pluginResult callbackId:command.callbackId]; + } + data = nil; rgbaDict = nil; - CDVPluginResult* pluginResult = [CDVPluginResult resultWithStatus:CDVCommandStatus_OK messageAsArray:detectionArray]; - [self.commandDelegate sendPluginResult:pluginResult callbackId:command.callbackId]; detectionArray = nil; - }else{ CDVPluginResult* pluginResult = [CDVPluginResult resultWithStatus:CDVCommandStatus_OK messageAsArray:@[]]; [self.commandDelegate sendPluginResult:pluginResult callbackId:command.callbackId]; From 974f13bf5479e003fc09f2d57cb194a69fce6392 Mon Sep 17 00:00:00 2001 From: Luis De Marchi Date: Mon, 1 Jul 2019 10:10:40 -0300 Subject: [PATCH 5/5] New version 0.3.4 --- package.json | 2 +- plugin.xml | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/package.json b/package.json index 397e75c..289cb5d 100755 --- a/package.json +++ b/package.json @@ -1,6 +1,6 @@ { "name": "cordova-plugin-facedetection-lite", - "version": "0.3.3", + "version": "0.3.4", "description": "A face detection offline with a few lines of code. Was designed to run on old smartphones.", "cordova": { "id": "cordova-plugin-facedetection-lite", diff --git a/plugin.xml b/plugin.xml index 3fb7130..0e1c5b6 100755 --- a/plugin.xml +++ b/plugin.xml @@ -1,5 +1,5 @@ - FaceDetection-Lite

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