Datasets:

Hajorda
/

flameye-wildfire-detection

image_id stringlengths 14 38	split stringclasses 1 value	source stringclasses 3 values	annotations listlengths 0 22	has_fire bool 2 classes	has_smoke bool 2 classes
aiformankind_ck0kl1k8d9ks80701twyaq08t	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.5859375, "y_center": 0.48229166865348816, "width": 0.15937499701976776, "height": 0.08541666716337204 } ]	false	true
aiformankind_ck0kn6a6093460944dnwl19so	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.9039062261581421, "y_center": 0.5677083134651184, "width": 0.13593749701976776, "height": 0.08124999701976776 } ]	false	true
aiformankind_ck0kosmizkqdq0a46xgz65fgt	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.23593750596046448, "y_center": 0.515625, "width": 0.08437500149011612, "height": 0.1770833283662796 } ]	false	true
aiformankind_ck0l967uheggs0721rz56fgry	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.58984375, "y_center": 0.4729166626930237, "width": 0.15156249701976776, "height": 0.10000000149011612 } ]	false	true
aiformankind_ck0l9j6n6oqjo0848ps5blk3b	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.2906250059604645, "y_center": 0.4833333194255829, "width": 0.18437500298023224, "height": 0.3375000059604645 } ]	false	true
aiformankind_ck0lxeugahhve09449l5anbuj	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.52734375, "y_center": 0.5562499761581421, "width": 0.5390625, "height": 0.10833333432674408 } ]	false	true
aiformankind_ck0m0dejchvnj08381f1xtpqs	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.671875, "y_center": 0.6729166507720947, "width": 0.08749999850988388, "height": 0.0625 } ]	false	true
aiformankind_ck0m1lu0nhb320863zyoofeiw	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.30078125, "y_center": 0.5531250238418579, "width": 0.18593749403953552, "height": 0.11041666567325592 } ]	false	true
aiformankind_ck0ncji892we50794albpt7x4	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.3671875, "y_center": 0.4541666805744171, "width": 0.046875, "height": 0.07500000298023224 } ]	false	true
aiformankind_ck0ndu6n1059n0738t860ip47	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.28593748807907104, "y_center": 0.5385416746139526, "width": 0.26249998807907104, "height": 0.13958333432674408 } ]	false	true
aiformankind_ck0ndxwjf3icx0794m3hlih4u	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.16015625, "y_center": 0.3958333432674408, "width": 0.3109374940395355, "height": 0.5625 } ]	false	true
aiformankind_ck0nett9672gj0944feegfre7	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.7875000238418579, "y_center": 0.5052083134651184, "width": 0.20000000298023224, "height": 0.03958333283662796 } ]	false	true
aiformankind_ck0oukl7vtoje0944m2ijpxlm	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.31562501192092896, "y_center": 0.5770833492279053, "width": 0.05312500149011612, "height": 0.03750000149011612 } ]	false	true
aiformankind_ck0qbaubof1z40863w0scvpra	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.1328125, "y_center": 0.3843750059604645, "width": 0.2562499940395355, "height": 0.581250011920929 } ]	false	true
aiformankind_ck0qc86fnk6ox0721cb5kg3tl	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.32734376192092896, "y_center": 0.5572916865348816, "width": 0.07968749850988388, "height": 0.10208333283662796 } ]	false	true
aiformankind_ck0qd50hwi1k10944i25e7al9	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.11796875298023224, "y_center": 0.4000000059604645, "width": 0.23593750596046448, "height": 0.5916666388511658 } ]	false	true
aiformankind_ck0qd8gs6ko7j0721x25cv4o3	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.23749999701976776, "y_center": 0.49791666865348816, "width": 0.08124999701976776, "height": 0.20000000298023224 } ]	false	true
aiformankind_ck0qd918zic840701hnezgpgy	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.46562498807907104, "y_center": 0.503125011920929, "width": 0.3843750059604645, "height": 0.2854166626930237 } ]	false	true
aiformankind_ck0qdf4hwkrzf0721pwn991sv	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.635937511920929, "y_center": 0.359375, "width": 0.2874999940395355, "height": 0.37291666865348816 } ]	false	true
aiformankind_ck0rpemia2zhr0794cdnvuzck	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.633593738079071, "y_center": 0.4781250059604645, "width": 0.24843749403953552, "height": 0.1145833358168602 } ]	false	true
aiformankind_ck0rpfqrnhnon0a46jv1r8s8w	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.778124988079071, "y_center": 0.46041667461395264, "width": 0.06562499701976776, "height": 0.1041666641831398 } ]	false	true
aiformankind_ck0rqf6p055aw0838g7rq1u9v	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.203125, "y_center": 0.5208333134651184, "width": 0.12187500298023224, "height": 0.06666667014360428 } ]	false	true
aiformankind_ck0rr7nhf6w970944cb2nnlih	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.90625, "y_center": 0.5249999761581421, "width": 0.12187500298023224, "height": 0.15000000596046448 } ]	false	true
aiformankind_ck0t1r1esms8s0701jmlvghkw	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.555468738079071, "y_center": 0.5458333492279053, "width": 0.5859375, "height": 0.17916665971279144 } ]	false	true
aiformankind_ck0t252udmxqz070188sd9z1u	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.671093761920929, "y_center": 0.47604167461395264, "width": 0.3140625059604645, "height": 0.09791667014360428 } ]	false	true
aiformankind_ck0t5wu9ao70b0701rdv7c7af	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.563281238079071, "y_center": 0.5854166746139526, "width": 0.1640625, "height": 0.10833333432674408 } ]	false	true
aiformankind_ck0t5xpty0hyp08488g6a7n6l	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.3921875059604645, "y_center": 0.49166667461395264, "width": 0.628125011920929, "height": 0.3499999940395355 } ]	false	true
aiformankind_ck0tt3hm6tsh90701m4t0sq7e	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.54296875, "y_center": 0.5625, "width": 0.2265625, "height": 0.15833333134651184 } ]	false	true
aiformankind_ck0tx10f0r4n40794pbbiu6iw	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.559374988079071, "y_center": 0.48124998807907104, "width": 0.09062500298023224, "height": 0.07916666567325592 } ]	false	true
aiformankind_ck0tx2twm5xya0a46rieclafo	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.23749999701976776, "y_center": 0.4854166805744171, "width": 0.09687499701976776, "height": 0.22499999403953552 } ]	false	true
aiformankind_ck0tx3rohwiml0721wn578q0e	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.22421875596046448, "y_center": 0.4885416626930237, "width": 0.09531249850988388, "height": 0.20624999701976776 } ]	false	true
aiformankind_ck0txdhj9wk390721me7hmajn	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.49921876192092896, "y_center": 0.4749999940395355, "width": 0.1484375, "height": 0.05416666716337204 } ]	false	true
aiformankind_ck0txw47261iz0a46k76oyfzj	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.2750000059604645, "y_center": 0.5427083373069763, "width": 0.28125, "height": 0.12291666865348816 } ]	false	true
aiformankind_ck0tyaitfuchg0944iz87630d	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.516406238079071, "y_center": 0.5302083492279053, "width": 0.28593748807907104, "height": 0.24375000596046448 } ]	false	true
aiformankind_ck0tyvn3lwprq0721btsf3icr	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.6226562261581421, "y_center": 0.5947916507720947, "width": 0.3890624940395355, "height": 0.1354166716337204 } ]	false	true
aiformankind_ck0tzpygswuae0721bhuvjofj	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.47734373807907104, "y_center": 0.5541666746139526, "width": 0.4203124940395355, "height": 0.08749999850988388 } ]	false	true
aiformankind_ck0u02mwv6bah0a467209caub	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.854687511920929, "y_center": 0.559374988079071, "width": 0.234375, "height": 0.1145833358168602 } ]	false	true
aiformankind_ck0u98uysslwa0794bmd4n7fd	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.664843738079071, "y_center": 0.4729166626930237, "width": 0.2984375059604645, "height": 0.10000000149011612 } ]	false	true
aiformankind_ck0ug2o6ku8b708632bp2y2zn	train	aiformankind	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.2679687440395355, "y_center": 0.5270833373069763, "width": 0.1796875, "height": 0.27916666865348816 } ]	false	true
dfire_AoF00001	train	dfire	[ { "class_id": 0, "class_name": "fire", "x_center": 0.21622847020626068, "y_center": 0.739130437374115, "width": 0.13689936697483063, "height": 0.15050166845321655 } ]	true	false
dfire_AoF00002	train	dfire	[ { "class_id": 1, "class_name": "smoke", "x_center": 0.7672492861747742, "y_center": 0.2889072895050049, "width": 0.03679852932691574, "height": 0.05463576316833496 } ]	false	true
dfire_AoF00009	train	dfire	[]	false	false
dfire_AoF00012	train	dfire	[]	false	false
dfire_AoF00014	train	dfire	[]	false	false
dfire_AoF00017	train	dfire	[]	false	false
dfire_AoF00018	train	dfire	[]	false	false
dfire_AoF00019	train	dfire	[]	false	false
dfire_AoF00021	train	dfire	[]	false	false
dfire_AoF00024	train	dfire	[]	false	false
dfire_AoF00026	train	dfire	[]	false	false
dfire_AoF00027	train	dfire	[]	false	false
dfire_AoF00029	train	dfire	[]	false	false
dfire_AoF00031	train	dfire	[]	false	false
dfire_AoF00038	train	dfire	[]	false	false
dfire_AoF00041	train	dfire	[]	false	false
dfire_AoF00044	train	dfire	[]	false	false
dfire_AoF00050	train	dfire	[]	false	false
dfire_AoF00051	train	dfire	[]	false	false
dfire_AoF00054	train	dfire	[]	false	false
dfire_AoF00055	train	dfire	[]	false	false
dfire_AoF00056	train	dfire	[]	false	false
dfire_AoF00063	train	dfire	[]	false	false
dfire_AoF00068	train	dfire	[]	false	false
dfire_AoF00079	train	dfire	[]	false	false
dfire_AoF00111	train	dfire	[]	false	false
dfire_AoF00112	train	dfire	[]	false	false
dfire_AoF00121	train	dfire	[]	false	false
dfire_AoF00156	train	dfire	[]	false	false
dfire_AoF00172	train	dfire	[]	false	false
dfire_AoF00226	train	dfire	[]	false	false
dfire_AoF00238	train	dfire	[]	false	false
dfire_AoF00243	train	dfire	[]	false	false
dfire_AoF00279	train	dfire	[]	false	false
dfire_AoF00290	train	dfire	[]	false	false
dfire_AoF00310	train	dfire	[]	false	false
dfire_AoF00313	train	dfire	[]	false	false
dfire_AoF00320	train	dfire	[]	false	false
dfire_AoF00331	train	dfire	[]	false	false
dfire_AoF00340	train	dfire	[]	false	false
dfire_AoF00352	train	dfire	[]	false	false
dfire_AoF00363	train	dfire	[]	false	false
dfire_AoF00374	train	dfire	[]	false	false
dfire_AoF00384	train	dfire	[]	false	false
dfire_AoF00424	train	dfire	[]	false	false
dfire_AoF00432	train	dfire	[]	false	false
dfire_AoF00492	train	dfire	[]	false	false
dfire_AoF00526	train	dfire	[]	false	false
dfire_AoF00560	train	dfire	[]	false	false
dfire_AoF00567	train	dfire	[]	false	false
dfire_AoF00572	train	dfire	[]	false	false
dfire_AoF00655	train	dfire	[]	false	false
dfire_AoF00727	train	dfire	[]	false	false
dfire_AoF00790	train	dfire	[]	false	false
dfire_AoF00804	train	dfire	[]	false	false
dfire_AoF00814	train	dfire	[]	false	false
dfire_AoF00861	train	dfire	[]	false	false
dfire_AoF00862	train	dfire	[]	false	false
dfire_AoF00903	train	dfire	[]	false	false
dfire_AoF00949	train	dfire	[]	false	false
dfire_AoF00999	train	dfire	[]	false	false

End of preview. Expand in Data Studio

FlamEye — Wildfire Detection Dataset

A merged, deduplicated, and augmented dataset for real-time wildfire detection (fire and smoke) from CCTV/surveillance cameras. Built to train YOLOv8m for early-stage fire detection.

Classes

ID	Name
0	fire
1	smoke

Dataset Statistics

Split	Images
Train	~10,929
Validation	~3,000
Test	~1,500

Sources

Dataset	Source	Notes
D-Fire	Kaggle	Class IDs remapped: original smoke=0/fire=1 → fire=0/smoke=1
Pyro-SDIS	HuggingFace	Forest fire surveillance footage
AI for Mankind	Manual upload	VOC XML converted to YOLO format
Catargiu 2024	GitHub	Additional fire/smoke samples

Processing Pipeline

Normalize — All sources remapped to unified class IDs (fire=0, smoke=1)
Deduplicate — pHash deduplication with threshold=8 across all sources
Split — 70/20/10 stratified train/val/test split
Augment — 2× augmentation on train split, 4× for fire-only images (underrepresented class)

Format

Each example contains:

image — PIL Image (RGB)
image_id — filename stem
split — train, validation, or test
source — original dataset name (dfire, pyro_sdis, aiformankind, catargiu)
annotations — list of {class_id, class_name, x_center, y_center, width, height} (YOLO normalized)
has_fire — bool
has_smoke — bool

Usage

from datasets import load_dataset

ds = load_dataset("Hajorda/flameye-wildfire-detection")
train = ds["train"]

# Filter fire-only images
fire_images = train.filter(lambda x: x["has_fire"] and not x["has_smoke"])

Model: Hajorda/flameye-yolov8m (coming soon)
Training target: mAP@50 > 0.88, Recall > 0.90