我已经训练模型识别图像中的矩形。它在特定的图像上工作得很好(我认为这取决于特定的纵横比)。例如:
enter image description here但当我开始使用同一张图像但不同尺寸时,它就不工作了。
能有人告诉我为什么会这样吗?以及我怎样才能解决这个问题?
我进行请求的操作如下:
let requestHandler = VNImageRequestHandler(cgImage: cgImage, orientation: image.cgImageOrientation, options: [:]) self.request = VNCoreMLRequest(model: model) { (request, error) in guard let observations = request.results as? [VNRecognizedObjectObservation] else { return } self.visualizeObservations(observations: observations) print(observations) } request.imageCropAndScaleOption = .scaleFill DispatchQueue.global(qos: .background).async { do { try requestHandler.perform([self.request]) } catch let error as NSError { print("Error in performing Image request: \(error)") } }
另外,我想知道在哪些情况下,模型可以在CreateML GUI中检测到对象,但在屏幕上对同一张图像却不能检测到?
更新:我已经找到了解决方案。根本原因是输出无效,当我将
let requestHandler = VNImageRequestHandler(cgImage: cgImage, orientation: image.cgImageOrientation, options: [:])
改为
let requestHandler = VNImageRequestHandler(data: image.jpegData(compressionQuality: 1)!, orientation: image.cgImageOrientation, options: [:])
解决了问题。
回答:
更新:我已经找到了解决方案。根本原因是输出无效,当我将
let requestHandler = VNImageRequestHandler(cgImage: cgImage, orientation: image.cgImageOrientation, options: [:])
改为
let requestHandler = VNImageRequestHandler(data: image.jpegData(compressionQuality: 1)!, orientation: image.cgImageOrientation, options: [:])
解决了问题。