https://earthtoolsmaker.org/tags/transformers/ Recent content in Transformers on EarthToolsMaker Hugo en-us Fri, 12 Jun 2026 00:00:00 +0000 https://earthtoolsmaker.org/posts/smoke-is-a-behavior/ Fri, 12 Jun 2026 00:00:00 +0000 https://earthtoolsmaker.org/posts/smoke-is-a-behavior/ <p>In <a href="https://earthtoolsmaker.org/posts/racing-models-not-opinions/">the previous post</a> we told the story of <em>how</em> the new smoke verifier for <a href="https://pyronear.org">Pyronear</a> was selected: a literature survey, five candidate models, one leaderboard, one winner with 4× fewer false alarms. This post opens up the winner itself — the <strong>bbox-tube temporal model</strong> (<em>bbox</em> for the bounding boxes a detector draws around candidate smoke, <em>tube</em> for the way those boxes are linked across frames) now <a href="https://huggingface.co/pyronear/temporal-model">released as a versioned package</a> — and walks through how it judges a sequence of camera frames, stage by stage, with figures computed from real wildfire sequences.</p>