带标注的USB插口类型识别数据集，可识别typeC，HDMI等常见插口插槽，支持yolo，coco json，pascal voc等格式
标签：
3.5mm
DE-15
DVI
Display Port
FireWire 400
FireWire 800
HDMI
MagSafe 1
MagSafe 2
MagSafe 3
Mini DisplayPort
RJ45
USB Micro-B
USB Micro-B SuperSpeed
USB Mini-B
USB Type-A
USB Type-B SuperSpeed
USB Type-C
数据集划分
- 训练集占比：99%图像数量：657 张
- 验证集占比：0%图像数量：2 张
- 测试集占比：0%图像数量：2 张
预处理
- 自动方向校正：已启用
- 尺寸调整：按比例适配缩放（黑边填充）至 640×640
数据增强
- 单张训练样本增强输出：3 份
- 翻转：水平翻转、垂直翻转
- 90° 旋转：顺时针、逆时针、上下颠倒（180°）
- 旋转角度：随机在 -45° ～ +45° 之间
- 剪切变换：水平 ±5°、垂直 ±5°
- 饱和度：随机在 -25% ～ +25% 之间
- 亮度：随机在 -20% ～ +20% 之间
- 曝光度：随机在 -6% ～ +6% 之间
- 模糊：最大模糊半径 0.25 像素
- 目标框区域亮度：随机在 -10% ～ +10% 之间
- 目标框区域模糊：最大模糊半径 0.25 像素
数据集和标注详情：
推理结果：
{
"predictions": [
{
"x": 624.5,
"y": 290,
"width": 61,
"height": 40,
"confidence": 0.975,
"class": "HDMI",
"class_id": 7,
"detection_id": "4f95b7d3-4797-4875-a4db-6770ad664b64"
},
{
"x": 557,
"y": 315,
"width": 54,
"height": 32,
"confidence": 0.951,
"class": "USB Type-A",
"class_id": 18,
"detection_id": "75cd34e2-3d48-4c8a-a39b-232311a5d3a6"
},
{
"x": 188.5,
"y": 394.5,
"width": 65,
"height": 83,
"confidence": 0.949,
"class": "RJ-45",
"class_id": 13,
"detection_id": "b6bede82-2711-4123-92f3-b237ae8f31ed"
},
{
"x": 494.5,
"y": 340,
"width": 57,
"height": 32,
"confidence": 0.944,
"class": "USB Type-A",
"class_id": 18,
"detection_id": "76e36ba9-808b-4801-ac1a-9d88816b14ed"
},
{
"x": 319,
"y": 411,
"width": 54,
"height": 26,
"confidence": 0.858,
"class": "USB Type-C",
"class_id": 20,
"detection_id": "eb0548ef-652f-4aa8-aead-0074ad0a41ae"
}
]
}
数据集下载地址：
yolo26:https://download.csdn.net/download/pbymw8iwm/92647205
pascal voc xml: https://download.csdn.net/download/pbymw8iwm/92647208
coco json:https://download.csdn.net/download/pbymw8iwm/92647206
yolo v12:https://download.csdn.net/download/pbymw8iwm/92647209
yolo v11: https://download.csdn.net/download/pbymw8iwm/92647209
yolo v9: https://download.csdn.net/download/pbymw8iwm/92647203
yolo v8: https://download.csdn.net/download/pbymw8iwm/92647210
yolo v7:https://download.csdn.net/download/pbymw8iwm/92647201
yolo v5:https://download.csdn.net/download/pbymw8iwm/92647204
yolo darknet:https://download.csdn.net/download/pbymw8iwm/92647202
