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    "full": "The jacket and original surrounding frame remain visible. The animated face moves within that scene; inspect the jaw and neck transition as the head turns. The larger final image does not mean the face model rendered more detail than the other modes.",
    "crop": "The automatic crop produces a square close-up of the face, removing most shoulders and the wider source composition. Mouth, eyes and head movement remain visible. At the same display width the face appears larger, which also makes small mouth and edge artifacts easier to inspect.",
    "resize": "The output retains the wider portrait without pasting the face back into a static source frame. The face and nearby collar/shoulder area are rendered as part of that image. It completed on this portrait; that does not establish that resize will work well when a face occupies a much smaller part of the source."
  },
  "timing_observation": "Full took about 1.85\u00d7 the crop median in this test. Crop and resize were close: their medians differ by 2.05 seconds. This setup combines full-image compositing with GFPGAN enhancement of a larger frame; it does not isolate the cost of preprocessing alone. Choose framing first, then check speed on your own inputs."
}