{"type":"post","id":"gate-ad-is-a-new-few-shot-industrial-b5fc03","slug":"gate-ad-is-a-new-few-shot-industrial-b5fc03","title":"GATE-AD is a new few-shot industrial defect detector accepted at NeurIPS 2026 ( paper ).","description":"GATE-AD is a few-shot method for industrial visual anomaly detection that models relationships among neighboring image patches rather than judging each patch in isolation.","retrieval_nugget":"GATE-AD is a few-shot method for industrial visual anomaly detection that models relationships among neighboring image patches rather than judging each patch in isolation. The paper reports leading image-level detection scores in most tested settings across three benchmarks, alongside the lowest inference latency among compared methods; production performance remains to be established.","published_at":"2026-11-13","updated_at":"2026-11-13","record_date":"2026-11-13","date_kind":"published_at","topics":["models"],"entities":["GATE-AD","NeurIPS","Aggelos Psiris","Yannis Panagakis","Maria Vakalopoulou","Georgios Th. Papadopoulos","MVTec AD","VisA"],"related_patterns":[],"novelty_label":"new_fact","what_changed":"GATE-AD adds a graph-attention approach for few-shot industrial defect detection, reporting strong benchmark results and the lowest inference latency among compared methods.","prior_refs":[],"source_url":"https://arxiv.org/abs/2603.15300","source_urls":["https://arxiv.org/abs/2603.15300"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:gate-ad-is-a-new-few-shot-industrial-b5fc03","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/gate-ad-is-a-new-few-shot-industrial-b5fc03/","markdown":"https://newruntime.com/posts/gate-ad-is-a-new-few-shot-industrial-b5fc03.md","json":"https://newruntime.com/posts/gate-ad-is-a-new-few-shot-industrial-b5fc03.json"},"markdown_url":"https://newruntime.com/posts/gate-ad-is-a-new-few-shot-industrial-b5fc03.md","next_reads":[{"type":"topic","path":"/topics/models/","url":"https://newruntime.com/topics/models/","title":"Models","reason":"Explore the models topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/models.md","json_url":"https://newruntime.com/topics/models.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}