Implement inceptionV3 model in UIKit project with swift
Using inceptionV3 model we will detect some objects & also use for verify this object.
Step 1: First of all, go to the XCode & create new project. Then download inceptionV3 model from this below link:
https://docs-assets.developer.apple.com/coreml/models/Inceptionv3.mlmodel
You can find more model this link https://developer.apple.com/machine-learning/build-run-models/
Step 2: Now insert inceptionV3 model in your project. Be aware so that your model target in your project.
Step 3: Now we will design our demo app. we will add button which take photo and add another image view where we will show our image.
class ViewController: UIViewController {
var cameraButton = UIButton(frame: CGRect(x: 200, y: 100, width: 80, height: 50))
var imageView = UIImageView(frame: CGRect(x: 10, y: 350, width: 400, height: 400))
override func viewDidLoad() {
super.viewDidLoad()
uiSetup()
}
private func uiSetup() {
self.view.addSubview(cameraButton)
cameraButton.backgroundColor = .red
cameraButton.setTitle("Camera", for: .normal)
cameraButton.addTarget(self, action: #selector(cameraButtonTapped), for: .touchUpInside)
self.view.addSubview(imageView)
imageView.backgroundColor = .red
}
}Step 4: It’s time to show camera. When user click camera button then camera will be open & user can capture picture. Add two delegate in ViewController class (UIImagePickerControllerDelegate, UINavigationControllerDelegate). Set the code as below:
class ViewController: UIViewController, UIImagePickerControllerDelegate, UINavigationControllerDelegate {
var cameraButton = UIButton(frame: CGRect(x: 200, y: 100, width: 80, height: 50))
var imageView = UIImageView(frame: CGRect(x: 10, y: 350, width: 400, height: 400))
let imagePicker = UIImagePickerController()
override func viewDidLoad() {
super.viewDidLoad()
imagePicker.delegate = self
imagePicker.sourceType = .camera
imagePicker.allowsEditing = false
uiSetup()
}
private func uiSetup() {
self.view.addSubview(cameraButton)
cameraButton.backgroundColor = .red
cameraButton.setTitle("Camera", for: .normal)
cameraButton.addTarget(self, action: #selector(cameraButtonTapped), for: .touchUpInside)
self.view.addSubview(imageView)
imageView.backgroundColor = .red
}
@objc func cameraButtonTapped() {
print("✅ cameraButtonTapped")
present(imagePicker, animated: true, completion: nil)
}
}After click Camera button Now you will get error. Because you didn’t set privacy. you should set privacy in info.Plist file.
Step 4: Before working with model first of all we should pick up photo and store in imageView. now implement below function:
func imagePickerController(_ picker: UIImagePickerController, didFinishPickingMediaWithInfo info: [UIImagePickerController.InfoKey : Any]) {
if let userPickedImage = info[UIImagePickerController.InfoKey.originalImage] as? UIImage {
imageView.image = userPickedImage
//convert ciimage for model
guard let ciimage = CIImage(image: userPickedImage) else {
fatalError("Could not convert UIimage into CIImage")
}
}
imagePicker.dismiss(animated: true)
}Step 5: Now import Vision & CoreML for working with model. Now we will write a function where we send photos and after classification it detect our photos and also tell which is it.
func detect(image: CIImage) {
guard let model = try? VNCoreMLModel(for: Inceptionv3().model) else {
fatalError("Loading CoreML Model Failed")
}
let request = VNCoreMLRequest(model: model) { request, error in
guard let results = request.results as? [VNClassificationObservation] else {
fatalError("Model failed to process image")
}
print(results)
if let firstResult = results.first {
if firstResult.identifier.contains("banana") {
print("✅ This is banana")
}else{
print("🥹 This is not banana")
}
}
}
let handler = VNImageRequestHandler(ciImage: image)
do {
try handler.perform([request])
}
catch{
print(error)
}
}Github source code: https://github.com/Joynal279/Object-Detect-ML-model
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