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Keying the split off upscale_model.input_channels was wrong for any model that does not take 3 channels: a single channel model fed a plain RGB image took only the red channel and returned 1 - green as the alpha mask, where it used to fail loudly. Alpha is channel 3 of an RGBA image, nothing else.