停车场停车位数据集，标注停车位上是否有车，平均正确识别率99.5％，支持yolov5-11， coco json，darknet，xml格式标注

停车场>停车场停车位数据集，标注停车位上是否有车，平均正确识别率98.0％，支持yolov5-11， coco json，darknet，xml格式标注

数据集-识别停车场>停车场所有车辆的数据集

数据集分割

一共184张图片

训练组 89％164图片有效集 5％10图片测试集 5％10图片

预处理

自动定向：已应用

调整大小：拉伸至 640x640

增强

未应用任何增强。

标签：car

模型相关

模型精度：

训练图：

数据集下载

yolov11:https://download.csdn.net/download/pbymw8iwm/90493657

yolo v9: https://download.csdn.net/download/pbymw8iwm/90493659

yolo v8:https://download.csdn.net/download/pbymw8iwm/90493655

yolo v7:https://download.csdn.net/download/pbymw8iwm/90493652

yolo v5: https://download.csdn.net/download/pbymw8iwm/90493654

pasical voc xml: https://download.csdn.net/download/pbymw8iwm/90493658

coco json:https://download.csdn.net/download/pbymw8iwm/90493653

darknet:https://download.csdn.net/download/pbymw8iwm/90493656

测试

测试结果：

选择一张图片，使用训练模型测试结果：

得到的带标签信息如下：

{
"predictions": [
{
"x": 370,
"y": 331.5,
"width": 24,
"height": 53,
"confidence": 0.949,
"class": "car",
"class_id": 0,
"detection_id": "29225da4-f8d3-4d79-afbf-5a714c398853"
},
{
"x": 688.5,
"y": 382,
"width": 31,
"height": 62,
"confidence": 0.948,
"class": "car",
"class_id": 0,
"detection_id": "49a65dc0-d1ae-4588-911f-f9993dd1477b"
},
{
"x": 335.5,
"y": 395,
"width": 33,
"height": 64,
"confidence": 0.944,
"class": "car",
"class_id": 0,
"detection_id": "56ce0edd-d2d9-455c-b473-22bff0dc6e44"
},
{
"x": 157,
"y": 332.5,
"width": 28,
"height": 59,
"confidence": 0.944,
"class": "car",
"class_id": 0,
"detection_id": "375cd2f8-77b0-446a-adc4-3932c9be9094"
},
{
"x": 294.5,
"y": 78,
"width": 27,
"height": 62,
"confidence": 0.943,
"class": "car",
"class_id": 0,
"detection_id": "1b112804-e11a-4438-a72c-5f0d069b6657"
},
{
"x": 408.5,
"y": 77.5,
"width": 29,
"height": 59,
"confidence": 0.941,
"class": "car",
"class_id": 0,
"detection_id": "30272635-3b8c-489d-b94f-a2224466738c"
},
{
"x": 546,
"y": 165,
"width": 32,
"height": 60,
"confidence": 0.94,
"class": "car",
"class_id": 0,
"detection_id": "61e22e73-08ce-4946-8b1b-e8ca6aa77eac"
},
{
"x": 263.5,
"y": 401.5,
"width": 29,
"height": 61,
"confidence": 0.938,
"class": "car",
"class_id": 0,
"detection_id": "e44d3c77-a2ee-4b7b-924d-32f9724274f4"
},
{
"x": 298.5,
"y": 393,
"width": 27,
"height": 60,
"confidence": 0.938,
"class": "car",
"class_id": 0,
"detection_id": "5566c168-d95d-4812-a218-8c0ac9074d22"
},
{
"x": 510.5,
"y": 323,
"width": 31,
"height": 64,
"confidence": 0.937,
"class": "car",
"class_id": 0,
"detection_id": "c4f60f66-5056-449d-bcd6-8600fab14685"
},
{
"x": 475,
"y": 386,
"width": 38,
"height": 68,
"confidence": 0.935,
"class": "car",
"class_id": 0,
"detection_id": "0629eb97-58f5-4f16-9a58-d8982d08ff82"
},
{
"x": 403,
"y": 164.5,
"width": 30,
"height": 59,
"confidence": 0.933,
"class": "car",
"class_id": 0,
"detection_id": "e360515c-c077-46a7-91f8-63b3db38f9b0"
},
{
"x": 725,
"y": 316.5,
"width": 30,
"height": 55,
"confidence": 0.933,
"class": "car",
"class_id": 0,
"detection_id": "120d874a-8160-41fd-8c4c-3e00f6072db2"
},
{
"x": 336.5,
"y": 329.5,
"width": 31,
"height": 57,
"confidence": 0.932,
"class": "car",
"class_id": 0,
"detection_id": "f7fb8ebd-2179-444d-a4c3-7a3b73f2fe53"
},
{
"x": 329.5,
"y": 76.5,
"width": 29,
"height": 61,
"confidence": 0.932,
"class": "car",
"class_id": 0,
"detection_id": "b5439ec8-a2c7-46dc-92dd-75f8a2695d85"
},
{
"x": 226.5,
"y": 327,
"width": 31,
"height": 64,
"confidence": 0.931,
"class": "car",
"class_id": 0,
"detection_id": "ebf26d7a-1253-49ff-b90d-2294a427cbd1"
},
{
"x": 440.5,
"y": 318.5,
"width": 29,
"height": 65,
"confidence": 0.931,
"class": "car",
"class_id": 0,
"detection_id": "e7f9c478-250c-4f4f-bca9-1ecca04d3fc7"
},
{
"x": 547,
"y": 327,
"width": 34,
"height": 58,
"confidence": 0.93,
"class": "car",
"class_id": 0,
"detection_id": "6782c6c8-ab11-4401-93ac-b25273070fde"
},
{
"x": 653,
"y": 379.5,
"width": 34,
"height": 63,
"confidence": 0.928,
"class": "car",
"class_id": 0,
"detection_id": "e215174a-b6c3-4cc2-be60-5b6e2044e782"
},
{
"x": 298.5,
"y": 333,
"width": 29,
"height": 54,
"confidence": 0.928,
"class": "car",
"class_id": 0,
"detection_id": "676324bf-ce8a-4032-aa34-26ea00ee1a7c"
},
{
"x": 159,
"y": 396.5,
"width": 30,
"height": 59,
"confidence": 0.927,
"class": "car",
"class_id": 0,
"detection_id": "883b9f4a-4509-4985-aa55-063b00257bc1"
},
{
"x": 439.5,
"y": 169,
"width": 29,
"height": 62,
"confidence": 0.927,
"class": "car",
"class_id": 0,
"detection_id": "30fc4b09-c7f4-48ed-8fec-25c626eaa345"
},
{
"x": 372.5,
"y": 394,
"width": 31,
"height": 60,
"confidence": 0.925,
"class": "car",
"class_id": 0,
"detection_id": "3c5768ba-d45f-40d0-9894-9f2f247eb0c6"
},
{
"x": 722.5,
"y": 150,
"width": 35,
"height": 60,
"confidence": 0.925,
"class": "car",
"class_id": 0,
"detection_id": "217e8924-d08b-4479-87c1-da777b8a757d"
},
{
"x": 579,
"y": 321.5,
"width": 32,
"height": 59,
"confidence": 0.925,
"class": "car",
"class_id": 0,
"detection_id": "dd594a9d-b0cd-4819-acf3-27f7af8031a3"
},
{
"x": 367,
"y": 169.5,
"width": 30,
"height": 61,
"confidence": 0.924,
"class": "car",
"class_id": 0,
"detection_id": "9989f933-0a81-47c4-bdef-501045223311"
},
{
"x": 581,
"y": 386.5,
"width": 32,
"height": 65,
"confidence": 0.924,
"class": "car",
"class_id": 0,
"detection_id": "fae7ee69-cd6f-4bef-bf59-83b32f649cfe"
},
{
"x": 687.5,
"y": 311.5,
"width": 31,
"height": 63,
"confidence": 0.924,
"class": "car",
"class_id": 0,
"detection_id": "6a030e0b-c8a8-4ff8-8528-cadef00e6d97"
},
{
"x": 616,
"y": 314.5,
"width": 30,
"height": 61,
"confidence": 0.923,
"class": "car",
"class_id": 0,
"detection_id": "5e66db4d-9ebf-4fd1-9a07-821eb2354c2e"
},
{
"x": 335,
"y": 169.5,
"width": 34,
"height": 63,
"confidence": 0.923,
"class": "car",
"class_id": 0,
"detection_id": "57e88119-6208-4ab0-a4ca-79c2eea5aaf9"
},
{
"x": 236,
"y": 74.5,
"width": 30,
"height": 57,
"confidence": 0.921,
"class": "car",
"class_id": 0,
"detection_id": "c8906aa4-a3e7-465c-8656-86c8c489f581"
},
{
"x": 618,
"y": 384,
"width": 32,
"height": 62,
"confidence": 0.921,
"class": "car",
"class_id": 0,
"detection_id": "5be22dd2-16c2-4db1-9cc7-feb6fc51e266"
},
{
"x": 367,
"y": 78.5,
"width": 28,
"height": 57,
"confidence": 0.919,
"class": "car",
"class_id": 0,
"detection_id": "161becd9-d287-41cd-afc0-c8f23c8dcd7d"
},
{
"x": 226,
"y": 399,
"width": 28,
"height": 64,
"confidence": 0.919,
"class": "car",
"class_id": 0,
"detection_id": "3d78e19e-5665-4ea8-be87-7d33b47f9178"
},
{
"x": 289,
"y": 233.5,
"width": 36,
"height": 65,
"confidence": 0.917,
"class": "car",
"class_id": 0,
"detection_id": "53696b41-9a5e-4eb5-800e-385251a6f3af"
},
{
"x": 653.5,
"y": 63.5,
"width": 35,
"height": 65,
"confidence": 0.917,
"class": "car",
"class_id": 0,
"detection_id": "013c54bd-6cb5-4458-b926-af3265283cea"
},
{
"x": 441.5,
"y": 392,
"width": 31,
"height": 60,
"confidence": 0.914,
"class": "car",
"class_id": 0,
"detection_id": "e7e69894-70a2-41e8-ab0d-f98f2daf03a1"
},
{
"x": 159,
"y": 184,
"width": 72,
"height": 32,
"confidence": 0.914,
"class": "car",
"class_id": 0,
"detection_id": "81e37fd9-0baf-4a03-bdcf-a67269f908f7"
},
{
"x": 791,
"y": 54.5,
"width": 36,
"height": 65,
"confidence": 0.913,
"class": "car",
"class_id": 0,
"detection_id": "605422f3-9111-4014-a673-8f4a04207680"
},
{
"x": 539,
"y": 70,
"width": 26,
"height": 62,
"confidence": 0.912,
"class": "car",
"class_id": 0,
"detection_id": "5c793187-441f-46ef-9e58-8c9e093ac781"
},
{
"x": 475.5,
"y": 321.5,
"width": 31,
"height": 65,
"confidence": 0.911,
"class": "car",
"class_id": 0,
"detection_id": "7359fdff-3c06-4543-a283-52effb58186c"
},
{
"x": 510.5,
"y": 168,
"width": 35,
"height": 64,
"confidence": 0.911,
"class": "car",
"class_id": 0,
"detection_id": "75cfa12f-8bb0-4e3f-9b31-b6e2cf44d68c"
},
{
"x": 497,
"y": 73,
"width": 32,
"height": 64,
"confidence": 0.909,
"class": "car",
"class_id": 0,
"detection_id": "1315e507-c540-4acd-8a84-b3610586d0e7"
},
{
"x": 160,
"y": 77,
"width": 30,
"height": 54,
"confidence": 0.907,
"class": "car",
"class_id": 0,
"detection_id": "2043d8f2-1efd-42e8-b46a-9b44a3b7df79"
},
{
"x": 686.5,
"y": 149,
"width": 33,
"height": 62,
"confidence": 0.907,
"class": "car",
"class_id": 0,
"detection_id": "5a006048-d01c-4324-a3b2-6acf59b99e13"
},
{
"x": 652.5,
"y": 310,
"width": 25,
"height": 62,
"confidence": 0.906,
"class": "car",
"class_id": 0,
"detection_id": "a2b3b419-ad93-4310-9f01-e605d01a088f"
},
{
"x": 196.5,
"y": 77,
"width": 33,
"height": 56,
"confidence": 0.905,
"class": "car",
"class_id": 0,
"detection_id": "f9d1e7da-a0dc-43aa-b2a4-1ac25479cedc"
},
{
"x": 619,
"y": 157,
"width": 26,
"height": 62,
"confidence": 0.904,
"class": "car",
"class_id": 0,
"detection_id": "fc881780-1082-44f4-88d4-acdc4b7688ff"
},
{
"x": 757.5,
"y": 61,
"width": 29,
"height": 58,
"confidence": 0.904,
"class": "car",
"class_id": 0,
"detection_id": "daa75c5b-7e4d-452d-9285-3a222c3a48e9"
},
{
"x": 724.5,
"y": 63.5,
"width": 25,
"height": 61,
"confidence": 0.904,
"class": "car",
"class_id": 0,
"detection_id": "4930a7e1-7dd0-4e8b-b0e7-7f17ea782bcc"
},
{
"x": 799,
"y": 376,
"width": 36,
"height": 70,
"confidence": 0.901,
"class": "car",
"class_id": 0,
"detection_id": "66616609-e776-4632-bf4d-da732df753d1"
},
{
"x": 689,
"y": 58.5,
"width": 32,
"height": 69,
"confidence": 0.9,
"class": "car",
"class_id": 0,
"detection_id": "de808914-ad53-4b74-9b12-19d74e360a8a"
},
{
"x": 581.5,
"y": 159,
"width": 33,
"height": 62,
"confidence": 0.898,
"class": "car",
"class_id": 0,
"detection_id": "8629c3ef-035b-45fb-a533-2b5827f8d109"
},
{
"x": 651.5,
"y": 154.5,
"width": 29,
"height": 59,
"confidence": 0.896,
"class": "car",
"class_id": 0,
"detection_id": "a94e2001-daf7-49c6-9540-7a7921f61b3d"
},
{
"x": 438.5,
"y": 81,
"width": 27,
"height": 60,
"confidence": 0.892,
"class": "car",
"class_id": 0,
"detection_id": "7a1dbda2-c49d-4f3d-a20e-af0eb6e34f3e"
},
{
"x": 579.5,
"y": 66,
"width": 29,
"height": 66,
"confidence": 0.883,
"class": "car",
"class_id": 0,
"detection_id": "a520fc9f-fc3f-468e-9fad-d4ce14976da8"
},
{
"x": 833,
"y": 148,
"width": 30,
"height": 58,
"confidence": 0.863,
"class": "car",
"class_id": 0,
"detection_id": "c6adb555-1f4f-4314-a23a-2d073662df7f"
}
]
}