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facedetectionview.dart
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facedetectionview.dart
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import 'dart:async';
import 'dart:io';
import 'package:flutter/foundation.dart';
import 'package:flutter/material.dart';
import 'package:flutter/services.dart';
import 'package:facesdk_plugin/facedetection_interface.dart';
import 'package:shared_preferences/shared_preferences.dart';
import 'package:facesdk_plugin/facesdk_plugin.dart';
import 'person.dart';
// ignore: must_be_immutable
class FaceRecognitionView extends StatefulWidget {
final List<Person> personList;
FaceDetectionViewController? faceDetectionViewController;
FaceRecognitionView({super.key, required this.personList});
@override
State<StatefulWidget> createState() => FaceRecognitionViewState();
}
class FaceRecognitionViewState extends State<FaceRecognitionView> {
dynamic _faces;
double _livenessThreshold = 0;
double _identifyThreshold = 0;
bool _recognized = false;
String _identifiedName = "";
String _identifiedSimilarity = "";
String _identifiedLiveness = "";
String _identifiedYaw = "";
String _identifiedRoll = "";
String _identifiedPitch = "";
// ignore: prefer_typing_uninitialized_variables
var _identifiedFace;
// ignore: prefer_typing_uninitialized_variables
var _enrolledFace;
final _facesdkPlugin = FacesdkPlugin();
FaceDetectionViewController? faceDetectionViewController;
@override
void initState() {
super.initState();
loadSettings();
}
Future<void> loadSettings() async {
final prefs = await SharedPreferences.getInstance();
String? livenessThreshold = prefs.getString("liveness_threshold");
String? identifyThreshold = prefs.getString("identify_threshold");
setState(() {
_livenessThreshold = double.parse(livenessThreshold ?? "0.7");
_identifyThreshold = double.parse(identifyThreshold ?? "0.8");
});
}
Future<void> faceRecognitionStart() async {
final prefs = await SharedPreferences.getInstance();
var cameraLens = prefs.getInt("camera_lens");
setState(() {
_faces = null;
_recognized = false;
});
await faceDetectionViewController?.startCamera(cameraLens ?? 1);
}
Future<bool> onFaceDetected(faces) async {
if (_recognized == true) {
return false;
}
if (!mounted) return false;
setState(() {
_faces = faces;
});
bool recognized = false;
double maxSimilarity = -1;
String maxSimilarityName = "";
double maxLiveness = -1;
double maxYaw = -1;
double maxRoll = -1;
double maxPitch = -1;
// ignore: prefer_typing_uninitialized_variables
var enrolledFace, identifedFace;
if (faces.length > 0) {
var face = faces[0];
for (var person in widget.personList) {
double similarity = await _facesdkPlugin.similarityCalculation(
face['templates'], person.templates) ??
-1;
if (maxSimilarity < similarity) {
maxSimilarity = similarity;
maxSimilarityName = person.name;
maxLiveness = face['liveness'];
maxYaw = face['yaw'];
maxRoll = face['roll'];
maxPitch = face['pitch'];
identifedFace = face['faceJpg'];
enrolledFace = person.faceJpg;
}
}
if (maxSimilarity > _identifyThreshold &&
maxLiveness > _livenessThreshold) {
recognized = true;
}
}
Future.delayed(const Duration(milliseconds: 100), () {
if (!mounted) return false;
setState(() {
_recognized = recognized;
_identifiedName = maxSimilarityName;
_identifiedSimilarity = maxSimilarity.toString();
_identifiedLiveness = maxLiveness.toString();
_identifiedYaw = maxYaw.toString();
_identifiedRoll = maxRoll.toString();
_identifiedPitch = maxPitch.toString();
_enrolledFace = enrolledFace;
_identifiedFace = identifedFace;
});
if (recognized) {
faceDetectionViewController?.stopCamera();
setState(() {
_faces = null;
});
}
});
return recognized;
}
@override
Widget build(BuildContext context) {
return WillPopScope(
onWillPop: () async {
faceDetectionViewController?.stopCamera();
return true;
},
child: Scaffold(
appBar: AppBar(
title: const Text('Face Recognition'),
toolbarHeight: 70,
centerTitle: true,
),
body: Stack(
children: <Widget>[
FaceDetectionView(faceRecognitionViewState: this),
SizedBox(
width: double.infinity,
height: double.infinity,
child: CustomPaint(
painter: FacePainter(
faces: _faces, livenessThreshold: _livenessThreshold),
),
),
Visibility(
visible: _recognized,
child: Container(
width: double.infinity,
height: double.infinity,
color: Theme.of(context).colorScheme.background,
child: Column(
mainAxisAlignment: MainAxisAlignment.start,
children: [
const SizedBox(
height: 10,
),
Row(
mainAxisAlignment: MainAxisAlignment.spaceEvenly,
children: <Widget>[
_enrolledFace != null
? Column(
children: [
ClipRRect(
borderRadius:
BorderRadius.circular(8.0),
child: Image.memory(
_enrolledFace,
width: 160,
height: 160,
),
),
const SizedBox(
height: 5,
),
const Text('Enrolled')
],
)
: const SizedBox(
height: 1,
),
_identifiedFace != null
? Column(
children: [
ClipRRect(
borderRadius:
BorderRadius.circular(8.0),
child: Image.memory(
_identifiedFace,
width: 160,
height: 160,
),
),
const SizedBox(
height: 5,
),
const Text('Identified')
],
)
: const SizedBox(
height: 1,
)
],
),
const SizedBox(
height: 10,
),
Row(
children: [
const SizedBox(
width: 16,
),
Text(
'Identified: $_identifiedName',
style: const TextStyle(fontSize: 18),
)
],
),
const SizedBox(
height: 10,
),
Row(
children: [
const SizedBox(
width: 16,
),
Text(
'Similarity: $_identifiedSimilarity',
style: const TextStyle(fontSize: 18),
)
],
),
const SizedBox(
height: 10,
),
Row(
children: [
const SizedBox(
width: 16,
),
Text(
'Liveness score: $_identifiedLiveness',
style: const TextStyle(fontSize: 18),
)
],
),
const SizedBox(
height: 10,
),
Row(
children: [
const SizedBox(
width: 16,
),
Text(
'Yaw: $_identifiedYaw',
style: const TextStyle(fontSize: 18),
)
],
),
const SizedBox(
height: 10,
),
Row(
children: [
const SizedBox(
width: 16,
),
Text(
'Roll: $_identifiedRoll',
style: const TextStyle(fontSize: 18),
)
],
),
const SizedBox(
height: 10,
),
Row(
children: [
const SizedBox(
width: 16,
),
Text(
'Pitch: $_identifiedPitch',
style: const TextStyle(fontSize: 18),
)
],
),
const SizedBox(
height: 16,
),
ElevatedButton(
style: ElevatedButton.styleFrom(
backgroundColor:
Theme.of(context).colorScheme.primaryContainer,
),
onPressed: () => faceRecognitionStart(),
child: const Text('Try again'),
),
]),
)),
],
),
),
);
}
}
class FaceDetectionView extends StatefulWidget
implements FaceDetectionInterface {
FaceRecognitionViewState faceRecognitionViewState;
FaceDetectionView({super.key, required this.faceRecognitionViewState});
@override
Future<void> onFaceDetected(faces) async {
await faceRecognitionViewState.onFaceDetected(faces);
}
@override
State<StatefulWidget> createState() => _FaceDetectionViewState();
}
class _FaceDetectionViewState extends State<FaceDetectionView> {
@override
Widget build(BuildContext context) {
if (defaultTargetPlatform == TargetPlatform.android) {
return AndroidView(
viewType: 'facedetectionview',
onPlatformViewCreated: _onPlatformViewCreated,
);
} else {
return UiKitView(
viewType: 'facedetectionview',
onPlatformViewCreated: _onPlatformViewCreated,
);
}
}
void _onPlatformViewCreated(int id) async {
final prefs = await SharedPreferences.getInstance();
var cameraLens = prefs.getInt("camera_lens");
widget.faceRecognitionViewState.faceDetectionViewController =
FaceDetectionViewController(id, widget);
await widget.faceRecognitionViewState.faceDetectionViewController
?.initHandler();
int? livenessLevel = prefs.getInt("liveness_level");
await widget.faceRecognitionViewState._facesdkPlugin
.setParam({'check_liveness_level': livenessLevel ?? 0});
await widget.faceRecognitionViewState.faceDetectionViewController
?.startCamera(cameraLens ?? 1);
}
}
class FacePainter extends CustomPainter {
dynamic faces;
double livenessThreshold;
FacePainter({required this.faces, required this.livenessThreshold});
@override
void paint(Canvas canvas, Size size) {
if (faces != null) {
var paint = Paint();
paint.color = const Color.fromARGB(0xff, 0xff, 0, 0);
paint.style = PaintingStyle.stroke;
paint.strokeWidth = 3;
for (var face in faces) {
double xScale = face['frameWidth'] / size.width;
double yScale = face['frameHeight'] / size.height;
String title = "";
Color color = const Color.fromARGB(0xff, 0xff, 0, 0);
if (face['liveness'] < livenessThreshold) {
color = const Color.fromARGB(0xff, 0xff, 0, 0);
title = "Spoof" + face['liveness'].toString();
} else {
color = const Color.fromARGB(0xff, 0, 0xff, 0);
title = "Real " + face['liveness'].toString();
}
TextSpan span =
TextSpan(style: TextStyle(color: color, fontSize: 20), text: title);
TextPainter tp = TextPainter(
text: span,
textAlign: TextAlign.left,
textDirection: TextDirection.ltr);
tp.layout();
tp.paint(canvas, Offset(face['x1'] / xScale, face['y1'] / yScale - 30));
paint.color = color;
canvas.drawRect(
Offset(face['x1'] / xScale, face['y1'] / yScale) &
Size((face['x2'] - face['x1']) / xScale,
(face['y2'] - face['y1']) / yScale),
paint);
}
}
}
@override
bool shouldRepaint(CustomPainter oldDelegate) => true;
}