注意数据集中图片是从视频抽帧截取的,看似重复实际是视频连续截取造成不是重复图片,也没有增强图片。介意视频截取的请勿随便拍单,文件提供百度云盘地址下载
数据集格式:Pascal VOC格式+YOLO格式(不包含分割路径的txt文件,仅仅包含jpg图片以及对应的VOC格式xml文件和yolo格式txt文件)
图片数量(jpg文件个数):9815
标注数量(xml文件个数):9815
标注数量(txt文件个数):9815
标注类别数:78
所在github仓库:firc-dataset
标注类别名称(注意yolo格式类别顺序不和这个对应,而以labels文件夹classes.txt为准):["1P_N_circuit_breaker_red","2P_circuit_breaker_red","Multimeter","blue_N_logo","climbing_prohibit_sign","conducting_wire_black","conducting_wire_blue","conducting_wire_green","conducting_wire_red","conducting_wire_yellow","crimping_pliers","danger_electricity_sign","danger_electricity_sign_red","distribution_box_close","distribution_box_open","dropout_fuse_green_dismantling","dropout_fuse_green_off","dropout_fuse_green_on","dropout_fuse_red_dismantling","dropout_fuse_red_off","dropout_fuse_red_on","dropout_fuse_yellow_dismantling","dropout_fuse_yellow_off","dropout_fuse_yellow_on","electric_check_rod","fencing","forbid_close_sign","green_grounding_rod_black_on","green_grounding_rod_green_on","green_grounding_rod_red_on","green_grounding_rod_yellow_on","grounding_pin_grounded","grounding_pin_not_grounded","hand","helmet","here_working_sign","high_voltage_hazard_sign","higher_electrical_box","inspection_loop_black","inspection_loop_green","inspection_loop_red","inspection_loop_yellow","insulating_gloves_blue","insulating_gloves_gray","insulating_gloves_red","insulating_tape","light_off_white","light_off_yellow","light_up_white","light_up_yellow","lower_electrical_box_closed","lower_electrical_box_opened","multimeter_pen","needle_pliers","operation_ticket_blue","overhead_fuse_green_off","overhead_fuse_green_on","overhead_fuse_red_off","overhead_fuse_red_on","overhead_fuse_yellow_off","overhead_fuse_yellow_on","power_switching_off","power_switching_on","screwdriver","smock_gray","smock_light_blue","soldering_iron","surge_protector_white","test_pen","test_ring_black","test_ring_green","test_ring_red","test_ring_yellow","wire_stripper","yellow_T_logo","yellow_grounding_rod_green_on","yellow_grounding_rod_red_on","yellow_grounding_rod_yellow_on"]
每个类别标注的框数:
1P_N_circuit_breaker_red(1P+N红色断路器)框数 = 1,占有图片数 = 1
2P_circuit_breaker_red(2P红色断路器)框数 = 1,占有图片数 = 1
Multimeter(万用表)框数 = 2,占有图片数 = 1
blue_N_logo(蓝色N标志)框数 = 1,占有图片数 = 1
climbing_prohibit_sign(禁止攀爬标志)框数 = 7024,占有图片数 = 3706
conducting_wire_black(黑色导线)框数 = 1,占有图片数 = 1
conducting_wire_blue(蓝色导线)框数 = 2,占有图片数 = 1
conducting_wire_green(绿色导线)框数 = 1,占有图片数 = 1
conducting_wire_red(红色导线)框数 = 2,占有图片数 = 1
conducting_wire_yellow(黄色导线)框数 = 2,占有图片数 = 1
crimping_pliers(压线钳)框数 = 1,占有图片数 = 1
danger_electricity_sign(危险电力标志)框数 = 1255,占有图片数 = 1250
danger_electricity_sign_red(红色危险电力标志)框数 = 6426,占有图片数 = 3305
distribution_box_close(配电箱关闭)框数 = 1,占有图片数 = 1
distribution_box_open(配电箱开启)框数 = 1,占有图片数 = 1
dropout_fuse_green_dismantling(绿色跌落式熔断器拆卸中)框数 = 28,占有图片数 = 28
dropout_fuse_green_off(绿色跌落式熔断器断开)框数 = 1886,占有图片数 = 1886
dropout_fuse_green_on(绿色跌落式熔断器接通)框数 = 1414,占有图片数 = 1414
dropout_fuse_red_dismantling(红色跌落式熔断器拆卸中)框数 = 40,占有图片数 = 40
dropout_fuse_red_off(红色跌落式熔断器断开)框数 = 1814,占有图片数 = 1814
dropout_fuse_red_on(红色跌落式熔断器接通)框数 = 1472,占有图片数 = 1472
dropout_fuse_yellow_dismantling(黄色跌落式熔断器拆卸中)框数 = 12,占有图片数 = 12
dropout_fuse_yellow_off(黄色跌落式熔断器断开)框数 = 1872,占有图片数 = 1872
dropout_fuse_yellow_on(黄色跌落式熔断器接通)框数 = 1443,占有图片数 = 1443
electric_check_rod(验电杆)框数 = 123,占有图片数 = 122
fencing(围栏)框数 = 2304,占有图片数 = 2303
forbid_close_sign(禁止合闸标志)框数 = 1780,占有图片数 = 1779
green_grounding_rod_black_on(绿色接地棒-黑色接通)框数 = 806,占有图片数 = 806
green_grounding_rod_green_on(绿色接地棒-绿色接通)框数 = 830,占有图片数 = 830
green_grounding_rod_red_on(绿色接地棒-红色接通)框数 = 867,占有图片数 = 866
green_grounding_rod_yellow_on(绿色接地棒-黄色接通)框数 = 791,占有图片数 = 791
grounding_pin_grounded(接地针已接地)框数 = 2295,占有图片数 = 1749
grounding_pin_not_grounded(接地针未接地)框数 = 7524,占有图片数 = 5353
hand(手)框数 = 2,占有图片数 = 1
helmet(安全帽)框数 = 4668,占有图片数 = 4656
here_working_sign(在此工作标志)框数 = 3006,占有图片数 = 3006
high_voltage_hazard_sign(高压危险标志)框数 = 3302,占有图片数 = 3302
higher_electrical_box(高处电箱)框数 = 6569,占有图片数 = 6569
inspection_loop_black(黑色检测环)框数 = 19,占有图片数 = 18
inspection_loop_green(绿色检测环)框数 = 18,占有图片数 = 18
inspection_loop_red(红色检测环)框数 = 42,占有图片数 = 41
inspection_loop_yellow(黄色检测环)框数 = 22,占有图片数 = 22
insulating_gloves_blue(蓝色绝缘手套)框数 = 1,占有图片数 = 1
insulating_gloves_gray(灰色绝缘手套)框数 = 2,占有图片数 = 1
insulating_gloves_red(红色绝缘手套)框数 = 5596,占有图片数 = 4182
insulating_tape(绝缘胶带)框数 = 2,占有图片数 = 1
light_off_white(白色灯-熄灭)框数 = 2,占有图片数 = 1
light_off_yellow(黄色灯-熄灭)框数 = 3,占有图片数 = 1
light_up_white(白色灯-点亮)框数 = 2,占有图片数 = 1
light_up_yellow(黄色灯-点亮)框数 = 2,占有图片数 = 1
lower_electrical_box_closed(低处电箱-关闭)框数 = 6666,占有图片数 = 6664
lower_electrical_box_opened(低处电箱-开启)框数 = 277,占有图片数 = 277
multimeter_pen(万用表笔)框数 = 2,占有图片数 = 1
needle_pliers(尖嘴钳)框数 = 2,占有图片数 = 1
operation_ticket_blue(蓝色操作票)框数 = 58,占有图片数 = 58
overhead_fuse_green_off(绿色架空熔断器断开)框数 = 1713,占有图片数 = 1712
overhead_fuse_green_on(绿色架空熔断器接通)框数 = 1529,占有图片数 = 1529
overhead_fuse_red_off(红色架空熔断器断开)框数 = 1641,占有图片数 = 1640
overhead_fuse_red_on(红色架空熔断器接通)框数 = 1607,占有图片数 = 1605
overhead_fuse_yellow_off(黄色架空熔断器断开)框数 = 1682,占有图片数 = 1682
overhead_fuse_yellow_on(黄色架空熔断器接通)框数 = 1567,占有图片数 = 1562
power_switching_off(电源开关-关闭)框数 = 1,占有图片数 = 1
power_switching_on(电源开关-接通)框数 = 1,占有图片数 = 1
screwdriver(螺丝刀)框数 = 2,占有图片数 = 1
smock_gray(灰色工作服)框数 = 1,占有图片数 = 1
smock_light_blue(浅蓝色工作服)框数 = 5563,占有图片数 = 5545
soldering_iron(电烙铁)框数 = 3,占有图片数 = 1
surge_protector_white(白色浪涌保护器)框数 = 1,占有图片数 = 1
test_pen(测电笔)框数 = 3,占有图片数 = 1
test_ring_black(黑色测试环)框数 = 3103,占有图片数 = 3102
test_ring_green(绿色测试环)框数 = 6296,占有图片数 = 6296
test_ring_red(红色测试环)框数 = 9001,占有图片数 = 6401
test_ring_yellow(黄色测试环)框数 = 6296,占有图片数 = 6296
wire_stripper(剥线钳)框数 = 2,占有图片数 = 1
yellow_T_logo(黄色T标志)框数 = 1,占有图片数 = 1
yellow_grounding_rod_green_on(黄色接地棒-绿色接通)框数 = 460,占有图片数 = 459
yellow_grounding_rod_red_on(黄色接地棒-红色接通)框数 = 871,占有图片数 = 871
yellow_grounding_rod_yellow_on(黄色接地棒-黄色接通)框数 = 459,占有图片数 = 458
总框数:114088
图片分辨率:960x544
使用标注工具:labelImg
标注规则:对类别进行画矩形框
重要说明:数据集没有划分训练验证测试集需自行划分
特别声明:本数据集不对训练的模型或者权重文件精度作任何保证
图片预览:
标注例子: