带标注的矿井下数据集,可识别安全帽,指示器,人,自救器,识别率可达96.3%,支持yolo,coco json,pascal voc xml
标签信息:
helmet
indicator
person
self-rescuer
- helmet --- 安全帽
- indicator --- 指示器 / 信号器(常用于煤矿设备的运行状态、瓦斯浓度、通风情况等数据的显示装置)
- person --- 人员
- self-rescuer --- 自救器(煤矿井下必备的应急逃生装备,用于发生瓦斯、火灾等事故时为矿工提供氧气)
数据集拆分
训练集:
3059图片
验证集:
875图片
测试集
435图片
预处理
自动定向: 应用
调整大小: 拉伸至 640x640
增强
未进行任何增强
数据集详情:







训练图:

推理结果测试:

推理结果:
{
"predictions": [
{
"x": 499.5,
"y": 585.5,
"width": 81,
"height": 209,
"confidence": 0.842,
"class": "person",
"class_id": 2,
"detection_id": "37572b51-72a1-44fc-ab16-4565876cefce"
},
{
"x": 580,
"y": 540.5,
"width": 50,
"height": 197,
"confidence": 0.811,
"class": "person",
"class_id": 2,
"detection_id": "5bf80bde-a85b-4b82-a64e-b2d712a5b4a1"
},
{
"x": 723,
"y": 458,
"width": 42,
"height": 134,
"confidence": 0.77,
"class": "indicator",
"class_id": 1,
"detection_id": "3d776e10-741b-4f22-894d-377c0b187507"
},
{
"x": 1813,
"y": 547.5,
"width": 42,
"height": 49,
"confidence": 0.766,
"class": "indicator",
"class_id": 1,
"detection_id": "383c2704-3e7f-43cb-bf02-09b234b77bbb"
},
{
"x": 502.5,
"y": 496.5,
"width": 49,
"height": 27,
"confidence": 0.656,
"class": "helmet",
"class_id": 0,
"detection_id": "139191fc-6f1f-45ad-8647-c4edd65bd76a"
},
{
"x": 518,
"y": 464,
"width": 36,
"height": 36,
"confidence": 0.652,
"class": "helmet",
"class_id": 0,
"detection_id": "32444aa5-ba99-469a-996a-263d888da55e"
},
{
"x": 468,
"y": 477,
"width": 36,
"height": 32,
"confidence": 0.542,
"class": "helmet",
"class_id": 0,
"detection_id": "23c8b46a-e338-4a79-9c57-5c41a73be6cb"
}
]
}
数据集下载:
yolo v12: https://backend.blog.csdn.net/article/details/156753063
yolo v11:
yolo v9:
yolo v8:
yolo v7:
yolo v5:
yolo darknet:
pascal voc xml:
coco json: