[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"branding":3,"analytics":7,"article-a-new-wildfire-dataset-brings-raw-heat-data-to-ai-models":10,"sections":35},{"siteName":4,"siteTagline":5,"publisherName":4,"contactEmail":6},"The Revision","Tech news, decoded.","editor@therevision.news",{"gaMeasurementId":8,"adsenseClientId":9},"G-ZW2MV82GYR","ca-pub-8533917693782264",{"article":11},{"id":12,"slug":13,"title":14,"dek":15,"body_md":16,"tags_json":17,"published_at":18,"created_at":19,"updated_at":20,"status":21,"review_note":22,"review_notes":23,"image_url":22,"persona_id":22,"persona_name":22,"section":24,"tags":25,"sources":30,"feedback":34,"feedback_at":22,"cost_usd":34,"total_tokens":34},2851,"a-new-wildfire-dataset-brings-raw-heat-data-to-ai-models","A New Wildfire Dataset Brings Raw Heat Data to AI Models","FLAME 3 gives researchers side-by-side thermal and visual UAV footage from real prescribed burns, filling a gap that has slowed wildfire AI for years.","Researchers have released FLAME 3, the first large-scale dataset pairing radiometric thermal imagery with standard visual footage captured by drones over live wildland fires.\n\nBuilding on two earlier FLAME datasets, FLAME 3 adds radiometric thermal TIFFs and nadir thermal plots — imagery that records actual per-pixel temperature values rather than color-coded approximations. The team also published an end-to-end processing pipeline designed to move data from a drone's storage card to a neural network's input layer with minimal manual work. A subset covering a single burn is available on Kaggle; the full six-burn collection is available on request.\n\nThe distinction between radiometric and non-radiometric thermal data matters more than it sounds. Standard thermal cameras output visual representations of heat, not temperature numbers, which means a model trained on them can detect fire but struggles to measure it. Radiometric data unlocks quantitative tasks — estimating burn intensity, tracking fire progression, flagging hotspots — that are genuinely useful to incident commanders, not just computer vision benchmarks.\n\nWildfire AI has attracted plenty of funding and press attention, but most published models train on RGB footage or low-resolution satellite data. FLAME 3 won't close every gap — drone coverage at scale during an active fire is still an operational nightmare — but it removes the data-scarcity excuse that has kept radiometric thermal models on the shelf.","[\"wildfire\",\"drones\",\"machine-learning\",\"datasets\"]","2026-06-30T04:00:00.000Z","2026-06-30T13:58:45.003Z","2026-06-30T13:58:47.821Z","published",null,[],"ai",[26,27,28,29],"wildfire","drones","machine-learning","datasets",[31],{"name":32,"url":33},"arXiv cs.AI","https:\u002F\u002Farxiv.org\u002Fabs\u002F2412.02831",0,{"sections":36},[37,41,46,51,56,61,66,71,76,81,86,90,95,100],{"name":38,"slug":24,"count":39,"latest_published_at":40},"AI",2590,"2026-07-16T04:00:00.000Z",{"name":42,"slug":43,"count":44,"latest_published_at":45},"Security","security",294,"2026-07-15T19:59:48.000Z",{"name":47,"slug":48,"count":49,"latest_published_at":50},"Deals","deals",179,"2026-06-29T20:02:07.000Z",{"name":52,"slug":53,"count":54,"latest_published_at":55},"Policy","policy",158,"2026-07-16T00:02:48.000Z",{"name":57,"slug":58,"count":59,"latest_published_at":60},"Hardware","hardware",122,"2026-07-14T19:46:26.000Z",{"name":62,"slug":63,"count":64,"latest_published_at":65},"Consumer Tech","consumer-tech",93,"2026-07-13T13:20:48.000Z",{"name":67,"slug":68,"count":69,"latest_published_at":70},"Software","software",70,"2026-07-13T19:52:25.000Z",{"name":72,"slug":73,"count":74,"latest_published_at":75},"Science","science",66,"2026-07-10T10:29:37.000Z",{"name":77,"slug":78,"count":79,"latest_published_at":80},"Dev Tools","dev-tools",59,"2026-07-07T04:00:00.000Z",{"name":82,"slug":83,"count":84,"latest_published_at":85},"Gaming","gaming",41,"2026-07-09T04:00:00.000Z",{"name":87,"slug":88,"count":84,"latest_published_at":89},"Startups","startups","2026-06-29T20:55:50.000Z",{"name":91,"slug":92,"count":93,"latest_published_at":94},"General","general",29,"2026-07-10T22:28:58.000Z",{"name":96,"slug":97,"count":98,"latest_published_at":99},"Reviews","reviews",20,"2026-06-24T12:00:01.000Z",{"name":101,"slug":102,"count":103,"latest_published_at":104},"How-To","how-to",6,"2026-06-16T09:00:00.000Z"]