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.
Explainable artificial intelli- gence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI.Information Fusion, 58:82–115, 2020
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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.