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2022-226
Commit a4ed7747 authored by Rathnayaka R.M.N.A's avatar Rathnayaka R.M.N.A
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add Severity Level Detection

parent 09ae7fa2
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assets/levels-s.txt 0 → 100644
View file @ a4ed7747
None
Moderate
Severe
\ No newline at end of file
lib/screens/home_screen.dart
View file @ a4ed7747
import 'package:canis_care/models/component.dart';
import 'package:canis_care/screens/disease_intelligence_screen.dart';
import 'package:canis_care/screens/severity-level-detection.dart';
import 'package:flutter/material.dart';
import 'package:google_fonts/google_fonts.dart';
......@@ -140,11 +141,17 @@ class _HomePageState extends State<HomePage> {
),
),
GestureDetector(
onTap: () {
Navigator.of(context).push(
MaterialPageRoute(
builder: (context) => SeverityLevelDetection()),
);
},
child: Container(
padding: const EdgeInsets.only(
top: 10, left: 10, right: 10, bottom: 10),
child: ClipRRect(
borderRadius: BorderRadius.circular(40),
borderRadius: BorderRadius.circular(60),
child: Container(
decoration: BoxDecoration(
color: Colors.blueAccent.withOpacity(0.6)),
......
lib/screens/severity-level-detection.dart 0 → 100644
View file @ a4ed7747
import 'dart:io';
import 'package:flutter/material.dart';
import 'package:flutter/services.dart';
import 'package:image_picker/image_picker.dart';
import 'package:tflite/tflite.dart';
// severityLevelDetectionState
class SeverityLevelDetection extends StatefulWidget {
const SeverityLevelDetection({Key? key}) : super(key: key);
@override
State<SeverityLevelDetection> createState() => _severityLevelDetectionState();
}
class _severityLevelDetectionState extends State<SeverityLevelDetection> {
late File pickedImage;
bool _busy = false;
late List _recognitions;
bool isImageLoaded = false;
late List resultList;
String _confidence = "";
String _name = "";
String numbers = "";
getImageFromGallery() async {
var image =
await ImagePicker.platform.getImage(source: ImageSource.gallery);
print("11111:");
setState(() {
_busy = true;
});
pickedImage = File(image!.path);
isImageLoaded = true;
predictImage(pickedImage);
}
getImageFromCamera() async {
var image = await ImagePicker.platform.getImage(source: ImageSource.camera);
setState(() {
_busy = true;
});
pickedImage = File(image!.path);
isImageLoaded = true;
predictImage(pickedImage);
}
void predictImage(File image) async {
await applyModelOnImage(image);
}
loadDetectionModel() async {
try {
String? res = await Tflite.loadModel(
model: "assets/severitymodel.tflite",
labels: "assets/levels-s.txt",
numThreads: 1,
// defaults to 1
isAsset: true,
// defaults to true, set to false to load resources outside assets
useGpuDelegate:
false // defaults to false, set to true to use GPU delegate
);
print("Model Result : $res");
} on PlatformException {
print('Failed to load model.');
}
}
applyModelOnImage(File image) async {
int startTime = new DateTime.now().millisecondsSinceEpoch;
var recognitions = await Tflite.runModelOnImage(
path: image.path,
// required
imageMean: 0.0,
// defaults to 117.0
imageStd: 255.0,
// defaults to 1.0
numResults: 2,
// defaults to 5
threshold: 0.2,
// defaults to 0.1
asynch: true // defaults to true
);
setState(() {
_recognitions = recognitions!;
print("res result : $_recognitions");
String str = _recognitions[0]["label"];
_name = str.substring(2);
print("Detected Levels: $_name");
_confidence = _recognitions != null
? (_recognitions[0]["confidence"] * 100.0)
.toString()
.substring(0, 2) +
"%"
: "";
print("Confidence: $_confidence");
});
int endTime = new DateTime.now().millisecondsSinceEpoch;
print("Inference took ${endTime - startTime}ms"); // setState(() {
}
@override
void initState() {
super.initState();
loadDetectionModel();
}
void objectRecocnition() async {}
@override
Widget build(BuildContext context) {
return Scaffold(
appBar: AppBar(title: const Text("Severity Level Detection")),
body: SingleChildScrollView(
child: Column(
crossAxisAlignment: CrossAxisAlignment.start,
children: [
Padding(
padding: const EdgeInsets.only(
left: 20,
right: 20,
top: 35,
),
child: Column(
crossAxisAlignment: CrossAxisAlignment.start,
children: [
Row(
mainAxisAlignment: MainAxisAlignment.spaceBetween,
children: [
SizedBox(height: 350),
isImageLoaded
? Center(
child: Container(
height: 350,
width: 350,
decoration: BoxDecoration(
image: DecorationImage(
image: FileImage(
File(pickedImage.path)),
fit: BoxFit.contain)),
),
)
: Container(),
]),
Padding(
padding: const EdgeInsets.only(
left: 20,
right: 20,
top: 100,
),
child: Column(
crossAxisAlignment: CrossAxisAlignment.center,
children: [
Text(
"Identified Severity Level: $_name \n Confidence: $_confidence"
// style: TextStyle(
// color: Color(0xFFF05A22),
// fontFamily: 'Montserrat',
// fontSize: 16,
// fontWeight: FontWeight.w600,
// letterSpacing: 1,
// ),
),
Row(
mainAxisAlignment:
MainAxisAlignment.spaceBetween,
children: [
SizedBox(
width: 331.4,
height: 50.0,
child: GestureDetector(
onTap: () {
getImageFromGallery();
},
child: Container(
// padding: EdgeInsets.fromLTRB(20, 30, 10, 15),
decoration: BoxDecoration(
border: Border.all(
// color: const Color(0xFFF05A22),
style: BorderStyle.none,
width: 1.0,
),
color: Colors.blue[200],
borderRadius:
BorderRadius.circular(10.0),
),
child: Row(
mainAxisAlignment:
MainAxisAlignment.center,
children: const <Widget>[
Center(
child: Text(
"Launch Gallery",
style: TextStyle(
color: Color(0xFFFFFFFF),
fontFamily: 'Montserrat',
fontSize: 16,
fontWeight: FontWeight.w600,
letterSpacing: 1,
),
),
)
],
),
),
),
),
]),
Padding(
padding: const EdgeInsets.only(
// left: 20,
// right: 20,
top: 30,
),
child: Column(
crossAxisAlignment: CrossAxisAlignment.center,
children: [
Row(
mainAxisAlignment:
MainAxisAlignment.spaceBetween,
children: [
SizedBox(
width: 331.4,
height: 50.0,
child: GestureDetector(
onTap: () {
getImageFromCamera();
},
child: Container(
// padding: EdgeInsets.fromLTRB(20, 30, 10, 15),
decoration: BoxDecoration(
border: Border.all(
// color: const Color(0xFFF05A22),
style: BorderStyle.none,
width: 1.0,
),
color: Colors.blue[200],
borderRadius:
BorderRadius.circular(
10.0),
),
child: Row(
mainAxisAlignment:
MainAxisAlignment.center,
children: const <Widget>[
Center(
child: Text(
"Take a Picture ",
style: TextStyle(
color:
Color(0xFFFFFFFF),
fontFamily:
'Montserrat',
fontSize: 16,
fontWeight:
FontWeight.w600,
letterSpacing: 1,
),
),
)
],
),
),
),
),
]),
],
),
),
],
)),
],
)),
],
),
));
}
}
pubspec.yaml
View file @ a4ed7747
......@@ -104,6 +104,8 @@ flutter:
- assets/skinDiseaseIdentificationModel.tflite
- assets/labels.txt
- assets/newdog1model1.tflite
- assets/levels-s.txt
- assets/severitymodel.tflite
# - images/a_dot_ham.jpeg
# An image asset can refer to one or more resolution-specific "variants", see
......
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