You can do that, but depends on what you mean by 'store the photo in the application'. You can retain it in a UIImage object, save it as an image to the apps Documents folder, or even save it to the library, up to you.
Check the PhotoLocations sample code in the documentation, it will show you how to use the UIImagePicker to take or load photos:
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I'm not sure about the exif data.