Fixed-noise refinement with one-step Pixel Mean Flow prediction produces visual counterfactuals about 3x faster than the strongest diffusion baseline while keeping image quality and localization competitive or better.
Diffu- sion visual counterfactual explanations.Advances in Neural Information Processing Systems, 35:364–377, 2022
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FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations
Fixed-noise refinement with one-step Pixel Mean Flow prediction produces visual counterfactuals about 3x faster than the strongest diffusion baseline while keeping image quality and localization competitive or better.