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A Global Color-Grading Bug in the Compositing Step
A batch of generated "warm kitchen counter" lifestyle images ships with products that appear slightly more orange/warm-toned than their actual color — confirmed by comparing against the seller's original phone photo and, in some cases, the same product's white-background image generated moments earlier in the same pipeline run. Product-region pixel-diff and SSIM scores for these images are elevated but still passed the fidelity gate, just barely under threshold.
- What does "elevated but still passing" tell you about where the gate's threshold is currently set, and what's the risk of leaving it there?
- Diagnose the likely root cause in the compositing pipeline based on the specific pattern described (only warm-toned templates affected, white-background images from the same run are fine).
- Propose a fix, and explain why simply tightening the invariance threshold further is not, by itself, a complete solution.
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