Coreml，验证输入失败。图片无效

Question

试图关注 https://www.appcoda.com/core-ml-model-with-python/ 为了建立图片识别，我使用 Core ML(Turi Create) + Python + Swift(iOS).

试图上传我用于训练“.mlmodel”文件的同一张图片。没有帮助。试图加载 100x100 尺寸的图片。同样的错误。我还能尝试什么？

输出：

2018-04-17 20:54:19.076605+0200 [2516:1111075] [MC] System group container for systemgroup.com.apple.configurationprofiles path is /private/var/containers/Shared/SystemGroup/systemgroup.com.apple.configurationprofiles

2018-04-17 20:54:19.077580+0200 [2516:1111075] [MC] Reading from public effective user settings.

2018-04-17 20:54:54.795691+0200 [2516:1111075] [coreml] Error Domain=com.apple.CoreML Code=1 "Input image feature image does not match model description" UserInfo={NSLocalizedDescription=Input image feature image does not match model description, NSUnderlyingError=0x1c024cf90 {Error Domain=com.apple.CoreML Code=1 "Image is not valid width 227, instead is 224" UserInfo={NSLocalizedDescription=Image is not valid width 227, instead is 224}}}

2018-04-17 20:54:54.795728+0200 [2516:1111075] [coreml] Failure verifying inputs.

应评论要求：

func imagePickerController(_ picker: UIImagePickerController, didFinishPickingMediaWithInfo info: [String: Any]) {
    if let image = info[UIImagePickerControllerOriginalImage] as? UIImage {
        previewImg.image = image

        if let buffer = image.buffer(with: CGSize(width: 224, height: 224)) {

            guard let prediction = try? mlModel.prediction(image: buffer) else {
                fatalError("Unexpected runtime error")
            }

            descriptionLbl.text = prediction.foodType
            print(prediction.foodTypeProbability)
        } else {
            print("failed buffer")
        }
    }

    dismiss(animated: true, completion: nil)
}

Answer 1

错误消息字面意思是错误的原因是什么：

2018-04-17 20:54:54.795691+0200 [2516:1111075] [coreml] Error Domain=com.apple.CoreML Code=1 "Input image feature image does not match model description" UserInfo={NSLocalizedDescription=Input image feature image does not match model description, NSUnderlyingError=0x1c024cf90 {Error Domain=com.apple.CoreML Code=1 "Image is not valid width 227, instead is 224" UserInfo={NSLocalizedDescription=Image is not valid width 227, instead is 224}}}

您正在使用的模型（我怀疑它是 SqueezeNet）需要大小为 227x227 的输入图像，而不是 224x224 或任何其他大小。

Coreml，验证输入失败。图片无效

Coreml, Failure verifying inputs. Image is not valid

neural-network

ios

swift

coreml

turi