{"slug": "inpainting-insights-elevating-visual-xai-with-photorealistic-perturbations", "title": "Inpainting Insights: Elevating Visual XAI with Photorealistic Perturbations", "summary": "Researchers have adapted LIME, a popular perturbation-based XAI method, to use generative inpainting for creating photorealistic perturbed image samples, improving explanation quality by avoiding unrealistic out-of-distribution artifacts that can mislead models. The work, detailed in arXiv:2607.15482v1, addresses a key limitation of traditional perturbation techniques in image explainability.", "body_md": "arXiv:2607.15482v1 Announce Type: new\nAbstract: The increasing complexity of state-of-the-art machine learning models has made their behavior progressively harder to interpret, spurring rapid advancements in the field of eXplainable Artificial Intelligence (XAI). Among many methods proposed, perturbation-based approaches play a major role. By systematically altering (perturbing) input features, these approaches measure the impact on the model's predictions. For image data, traditional perturbation techniques, often involve replacing pixel values e.g., with a pre-defined color. However, such approaches, but also more refined deterministic techniques, generate unrealistic out-of-distribution samples and often leave visible artifacts, which can mislead the model and compromise explanation quality. In this work, we adjust LIME, a widely used perturbation-based method, to demonstrate how generative inpainting can improve perturbation-based explanations for images. We achieve photorealistic perturbed samples that align better with the original data distribution and enhance explanation quality.", "url": "https://wpnews.pro/news/inpainting-insights-elevating-visual-xai-with-photorealistic-perturbations", "canonical_source": "https://arxiv.org/abs/2607.15482", "published_at": "2026-07-20 04:00:00+00:00", "updated_at": "2026-07-20 14:07:38.036925+00:00", "lang": "en", "topics": ["artificial-intelligence", "machine-learning", "computer-vision", "ai-research"], "entities": ["LIME"], "alternates": {"html": "https://wpnews.pro/news/inpainting-insights-elevating-visual-xai-with-photorealistic-perturbations", "markdown": "https://wpnews.pro/news/inpainting-insights-elevating-visual-xai-with-photorealistic-perturbations.md", "text": "https://wpnews.pro/news/inpainting-insights-elevating-visual-xai-with-photorealistic-perturbations.txt", "jsonld": "https://wpnews.pro/news/inpainting-insights-elevating-visual-xai-with-photorealistic-perturbations.jsonld"}}