Background faces melt in wide shots
Faces occupying few pixels get invented, not drawn. Prompt shallow depth of field, crop-upscale-and-composite, or reframe so the crowd never resolves.
9 min read
Blur garbled signage into depth of field
Background text a model got wrong is not repairable, but it is not necessary either. A soft-focus pass that reads as optics, and where it stops working.
9 min read
Two heads: generating past native resolution
A canvas far above native size duplicates subjects and limbs. Generate at the model's real ceiling, then upscale, and the test that finds that ceiling.
9 min read
Extra arms and duplicated limbs in wide shots
Duplicated limbs cluster where each body occupies few pixels. A masked inpaint plus pose-conditioning that repairs the body without re-rolling the frame.
9 min read
Fixing a bad hand in video, not a still
A still-image inpaint does not fix a moving hand. Three video options: masked inpaint, a short segment retake, or reframing the hand out of shot.
9 min read
Fixing hands without regenerating the image
Fused fingers are a small-region problem, not a whole-image one. A masked inpaint loop that lands in two or three tries, plus the depth-guided fallback.
9 min read
The hand deforms as soon as it holds the product
Contact with a product is where hands fail. A grip-region mask-and-inpaint recipe, then a composite fallback that keeps the real SKU geometry intact.
9 min read
The sign is misspelled. Fix it without re-rolling
Do not re-roll a good image for one misspelled word. Quote the exact string, describe the font, set a mask margin, and know when to composite type instead.
8 min read
The upscale broke text that was already correct
Generative upscalers re-draw letterforms and will respell a word that was already right. Mask text out of the pass, or drop denoise on text-bearing images.
9 min read
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