Datasets:

SharksFromSpace
/

hpwren-fire-origin

image_name stringlengths 30 30	x_origin float64 0.16 0.96	y_origin float64 0.46 0.69	x_min float64 0.06 0.86	x_max float64 0.24 0.99	y_min float64 0.3 0.64	y_max float64 0.47 0.71	base_occluded bool 2 classes	exclude bool 1 class	duplicate bool 2 classes	confidence stringclasses 3 values	outside_box bool 1 class	box_cx float64 0.15 0.89	box_cy float64 0.42 0.67	box_w float64 0.03 0.32	box_h float64 0.04 0.23	scene stringlengths 30 30	split stringclasses 1 value	partner stringclasses 1 value	camera stringclasses 1 value	plume_size stringclasses 3 values	annotator stringclasses 1 value
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ck0kck2czj0l10a46f6xkvofl.jpeg	0.268807	0.58027	0.257813	0.325	0.5375	0.58125	false	false	false	clear	false	0.291406	0.559375	0.067188	0.04375	ck0kck2czj0l10a46f6xkvofl.jpeg	hpwren_v1	hpwren	hpwren	small	Ash
ck0kcnh1p4uns0794bs53wqam.jpeg	0.809404	0.65306	0.535938	0.817188	0.552083	0.664583	true	false	false	moderate	false	0.676563	0.608333	0.28125	0.1125	ck0kcnh1p4uns0794bs53wqam.jpeg	hpwren_v1	hpwren	hpwren	large	Ash
ck0kcpbi29y0x0721g7dlzzcs.jpeg	0.519843	0.517404	0.501563	0.596875	0.464583	0.520833	false	false	false	clear	false	0.549219	0.492708	0.095313	0.05625	ck0kcpbi29y0x0721g7dlzzcs.jpeg	hpwren_v1	hpwren	hpwren	medium	Ash
ck0kcv9km4vc70794bkufs7xw.jpeg	0.621026	0.620726	0.484375	0.659375	0.535417	0.685417	false	false	false	guess	false	0.571875	0.610417	0.175	0.15	ck0kcv9km4vc70794bkufs7xw.jpeg	hpwren_v1	hpwren	hpwren	medium	Ash
ck0kfhu4n8q7f0701ixmonyig.jpeg	0.632604	0.619327	0.410938	0.708023	0.472917	0.65539	false	false	false	moderate	false	0.558594	0.5625	0.295313	0.179167	ck0kfhu4n8q7f0701ixmonyig.jpeg	hpwren_v1	hpwren	hpwren	large	Ash
ck0kkep0vb0nz0721g3sq0a4g.jpeg	0.520809	0.517053	0.509375	0.621875	0.435417	0.520833	false	false	false	clear	false	0.565625	0.478125	0.1125	0.085417	ck0kkep0vb0nz0721g3sq0a4g.jpeg	hpwren_v1	hpwren	hpwren	medium	Ash
ck0kkgh0ik3y20a46kzrit8v2.jpeg	0.789185	0.50945	0.776217	0.85625	0.4125	0.523167	false	false	false	clear	false	0.815625	0.467708	0.08125	0.110417	ck0kkgh0ik3y20a46kzrit8v2.jpeg	hpwren_v1	hpwren	hpwren	medium	Ash
ck0kkzh767dc70838hdq9sv4u.jpeg	0.236148	0.66027	0.079688	0.251563	0.572917	0.675	false	false	false	clear	false	0.165625	0.623958	0.171875	0.102083	ck0kkzh767dc70838hdq9sv4u.jpeg	hpwren_v1	hpwren	hpwren	medium	Ash
ck0km3uktkdxc0a46uf6e417v.jpeg	0.372656	0.466667	0.34375	0.401563	0.433333	0.5	false	false	false	clear	false	0.372656	0.466667	0.057813	0.066667	ck0km3uktkdxc0a46uf6e417v.jpeg	hpwren_v1	hpwren	hpwren	small	Ash
ck0kmh9hhkg5e0a46we9ywaxl.jpeg	0.753053	0.503085	0.740625	0.803125	0.414583	0.508333	false	false	false	moderate	false	0.771875	0.461458	0.0625	0.09375	ck0kmh9hhkg5e0a46we9ywaxl.jpeg	hpwren_v1	hpwren	hpwren	medium	Ash
ck0kmhpz99t9w0701ftiu8jlx.jpeg	0.609874	0.517267	0.60625	0.65625	0.472917	0.522917	false	false	false	clear	false	0.63125	0.497917	0.05	0.05	ck0kmhpz99t9w0701ftiu8jlx.jpeg	hpwren_v1	hpwren	hpwren	small	Ash
ck0twb97n5uc20a46en2e2spb.jpeg	0.50201	0.51286	0.48216	0.746005	0.299007	0.534817	false	false	false	clear	false	0.615625	0.416667	0.2625	0.233333	ck0twb97n5uc20a46en2e2spb.jpeg	hpwren_v1	hpwren	hpwren	large	Ash
ck0txg39r6n250848puinmu6k.jpeg	0.45974	0.494153	0.440625	0.479688	0.452083	0.504167	false	false	false	clear	false	0.460156	0.478125	0.039063	0.052083	ck0txg39r6n250848puinmu6k.jpeg	hpwren_v1	hpwren	hpwren	small	Ash
ck0t1zwemkseu08636i7fpksi.jpeg	0.792347	0.599987	0.780885	0.893546	0.539583	0.620963	false	false	false	clear	false	0.8375	0.578125	0.1125	0.077083	ck0t1zwemkseu08636i7fpksi.jpeg	hpwren_v1	hpwren	hpwren	medium	Ash
ck0rqkoz2587n08387o17rv73.jpeg	0.804019	0.65411	0.692188	0.817152	0.602083	0.66867	true	false	false	clear	false	0.754688	0.634375	0.125	0.064583	ck0rqkoz2587n08387o17rv73.jpeg	hpwren_v1	hpwren	hpwren	medium	Ash
ck0m0dejchvnj08381f1xtpqs.jpeg	0.700502	0.689787	0.628125	0.715625	0.641667	0.704167	false	false	false	guess	false	0.671875	0.672917	0.0875	0.0625	ck0m0dejchvnj08381f1xtpqs.jpeg	hpwren_v1	hpwren	hpwren	medium	Ash
ck0oukw23toun0944nstsyx8g.jpeg	0.2486	0.664667	0.0625	0.279688	0.58125	0.6875	false	false	false	clear	false	0.171094	0.634375	0.217188	0.10625	ck0oukw23toun0944nstsyx8g.jpeg	hpwren_v1	hpwren	hpwren	medium	Ash
ck0qd4sisfz1x0863riapvr9k.jpeg	0.810931	0.652199	0.495313	0.817188	0.547917	0.660417	false	false	false	clear	false	0.65625	0.604167	0.321875	0.1125	ck0qd4sisfz1x0863riapvr9k.jpeg	hpwren_v1	hpwren	hpwren	large	Ash
ck0tzkkd8ulz70701xe5upkxe.jpeg	0.713758	0.519347	0.69375	0.914063	0.470833	0.525	false	false	false	clear	false	0.803906	0.497917	0.220313	0.054167	ck0tzkkd8ulz70701xe5upkxe.jpeg	hpwren_v1	hpwren	hpwren	medium	Ash
ck0u02mwv6bah0a467209caub.jpeg	0.949179	0.589494	0.7375	0.971875	0.502083	0.616667	false	false	false	guess	false	0.854688	0.559375	0.234375	0.114583	ck0u02mwv6bah0a467209caub.jpeg	hpwren_v1	hpwren	hpwren	medium	Ash
ck0l7xwvu94160794ed6vldx0.jpeg	0.952898	0.576517	0.855691	0.965625	0.46875	0.617493	true	false	false	clear	false	0.853125	0.541667	0.225	0.145833	ck0l7xwvu94160794ed6vldx0.jpeg	hpwren_v1	hpwren	hpwren	large	Ash
ck0txx0ddscoq0863bm1ntw9g.jpeg	0.798007	0.599577	0.78125	0.99375	0.527083	0.610417	false	false	false	clear	false	0.8875	0.56875	0.2125	0.083333	ck0txx0ddscoq0863bm1ntw9g.jpeg	hpwren_v1	hpwren	hpwren	medium	Ash
ck0t6flogo9bb094428fjegnm.jpeg	0.690811	0.672269	0.5875	0.725	0.602083	0.708333	false	false	false	clear	false	0.65625	0.655208	0.1375	0.10625	ck0t6flogo9bb094428fjegnm.jpeg	hpwren_v1	hpwren	hpwren	medium	Ash
ck0t7czov10bf08489elv37go.jpeg	0.790184	0.511935	0.76875	0.871875	0.447917	0.53125	false	false	false	clear	false	0.820313	0.489583	0.103125	0.083333	ck0t7czov10bf08489elv37go.jpeg	hpwren_v1	hpwren	hpwren	medium	Ash
ck0t7iosiorq50701wgtb048m.jpeg	0.632159	0.626552	0.451563	0.673438	0.502083	0.658333	false	false	true	clear	false	0.5625	0.580208	0.221875	0.15625	ck0t7iosiorq50701wgtb048m.jpeg	hpwren_v1	hpwren	hpwren	large	Ash
ck0lygt2vkh030721ufglqzq9.jpeg	0.276135	0.645753	0.197498	0.296875	0.566667	0.650783	false	false	false	moderate	false	0.246875	0.608333	0.1	0.083333	ck0lygt2vkh030721ufglqzq9.jpeg	hpwren_v1	hpwren	hpwren	medium	Ash
ck0rr5vjd72og0701evwv8adg.jpeg	0.158676	0.54372	0.136469	0.270313	0.483333	0.555437	false	false	false	clear	false	0.203125	0.51875	0.134375	0.070833	ck0rr5vjd72og0701evwv8adg.jpeg	hpwren_v1	hpwren	hpwren	medium	Ash
ck0ukhfkfv4f10838ulu89xc8.jpeg	0.327289	0.461397	0.311817	0.341132	0.41925	0.472833	false	false	false	clear	false	0.325	0.452083	0.025	0.0375	ck0ukhfkfv4f10838ulu89xc8.jpeg	hpwren_v1	hpwren	hpwren	small	Ash
ck0qb9rg6tgo40848b6pmbrod.jpeg	0.231458	0.68549	0.065722	0.241143	0.595833	0.697287	true	false	false	clear	false	0.153125	0.646875	0.175	0.102083	ck0qb9rg6tgo40848b6pmbrod.jpeg	hpwren_v1	hpwren	hpwren	medium	Ash
ck0oukl7vtoje0944m2ijpxlm.jpeg	0.29882	0.592136	0.287088	0.342188	0.558333	0.602054	false	false	false	clear	false	0.315625	0.577083	0.053125	0.0375	ck0oukl7vtoje0944m2ijpxlm.jpeg	hpwren_v1	hpwren	hpwren	small	Ash

HPWREN Fire-Origin Points — development eval set

Human-placed fire-origin points (the base of the smoke column — the point that feeds azimuth / geolocation) on confirmed-wildfire frames from HPWREN fixed cameras. 31 frames spanning ~31 distinct fires.

⚠️ Provenance & license

The images are HPWREN wildfire-camera frames annotated with smoke bounding boxes by AI For Mankind, released under CC BY-NC-SA 4.0. This dataset redistributes a curated subset of those images under the same license — attribution, non-commercial, share-alike. Please credit AI For Mankind and HPWREN. The fire-origin annotations are the contribution added here (also CC BY-NC-SA 4.0).

Columns

image, annotated (overlay: GT box + origin crosshair + uncertainty region), x_origin/y_origin (normalized origin), x_min…y_max (2D uncertainty region), base_occluded, confidence (clear/moderate/guess), outside_box (+outside_dist, derived), box_*, plume_size, scene, camera, annotator.

Curation

744 AI For Mankind frames are FIgLib ignition sequences (many near-identical frames per fire). We deduplicated to unique fires (camera + date-region hashing), then hand-curated — best frame per fire, dropping non-fires — to ~31 confirmed fires.

Intended use

A small dev/eval set for fire-origin estimation methods (bbox-center baseline, classical CV, SAM). Not a benchmark — small N, single region (Southern California). Non-commercial research only.

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Number of rows:

Total file size:

19.2 MB