这是我《计算机视觉与模式识别》课程 “交通标志的定位与识别” 综合实验训练分类器所用数据集,好像网络上纯交通标志分类的数据集只有德国的GTSRB等,没有**的交通标志分类的数据集,我就自己从TT100K中提取做了一个。
TT100K_Cropped 是一个**交通标志分类数据集,专门从 TT100K 数据集中裁剪出目标图像组成。TT100K 数据集由清华大学和腾讯公司合作创建,包含了从 100,000 张腾讯街景全景图中提取的 30,000 个交通标志实例。TT100K_Cropped 通过裁剪这些标志以专注于标志本身,为交通标志检测和分类任务提供了一个更专注的数据集。
.
├── DataSet 从 TT100K 数据集裁剪目标图像得到的数据集
│ ├── test
│ └── train
├── LICENSE
├── README.md
├── code
│ ├── anno_func.py
│ └── example.ipynb 从 TT100K 数据集裁剪目标图像
└── pic
├── test_class.png
├── train_class.png
└── u16.jpg
- 数据来源: 从 TT100K 数据集中裁剪得到的目标图像。
- 多样性: 图像涵盖了多种光照和天气条件,具有很高的多样性。
- 类别不平衡: 数据集各类别样本数不平衡,请格外注意。
- 添加负类: 添加从 TT100K 数据集的
other
文件夹中随机提取的非交通标志区域
Code | English Name | Chinese Name |
---|---|---|
i1 | Walk | 步行 |
i2 | Non-motorized vehicles | 非机动车行驶 |
i3 | Round the island | 环岛行驶 |
i4 | Motor vehicle | 机动车行驶 |
i5 | Keep on the right side of the road | 靠右侧道路行驶 |
i6 | Keep on the left side of the road | 靠左侧道路行驶 |
i7 | Drive straight and turn right at the grade separation | 立体交叉直行和右转弯行驶 |
i8 | Drive straight and turn left | 立体交叉直行和左转弯行驶 |
i9 | Honk | 鸣喇叭 |
i10 | Turn right | 向右转弯 |
i11 | Turn left and right | 向左向右转弯 |
i12 | Turn left | 向左转弯 |
i13 | One way, straight | 直行 |
i14 | Go straight and turn right | 直行和向右转弯 |
i15 | Go straight and turn left | 直行和向左转弯 |
i150 | Minimum Speed Limit (50) | 最低限速(50) |
ip | Pedestrian Crossing | 人行横道 |
p1 | No Overtaking | 超车 |
p2 | Ban animal-drawn vehicles entering | 禁止畜力车进入 |
p3 | Ban large passenger vehicles from entering | 禁止大型客车驶入 |
p4 | Prohibition of electric tricycles | 禁止电动三轮车驶入 |
p5 | No U-turn | 禁止掉头 |
p6 | Prohibition of non-motorized vehicles | 禁止非机动车进入 |
p7 | No left turn for trucks | 禁止载货汽车左转 |
p8 | It is forbidden to tow or trailer vehicles | 禁止汽车拖、挂车驶入 |
p9 | Prohibit pedestrians entering | 禁止行人进入 |
p10 | Prohibit motorized vehicles | 禁止机动车驶入 |
p11 | Prohibit honking | 禁止鸣喇叭 |
p12 | Two-wheeled motorcycles are prohibited | 禁止二轮摩托车驶入 |
p13 | Prohibit certain two types of vehicles from entering | 禁止某两种车驶入 |
p14 | Prohibition straight | 禁止直行 |
p15 | No rickshaws are allowed | 禁止人力车进入 |
p16 | Prohibition of human-powered cargo tricycles from entering | 禁止人力货运三轮车进入 |
p17 | Prohibition of human-powered cargo tricycles from entering | 禁止人力货运三轮车进入 |
p18 | Prohibition of tricycles and motor vehicles | 禁止三轮车机动车通行 |
p19p | Prohibited right turn | 禁止向右转弯 |
p20 | No left or right turn | 禁止向左向右转弯 |
p21 | Prohibited right turn and straight | 禁止直行和向右转弯 |
p22 | Prohibition of tricycles and motor vehicles | 禁止三轮车机动车通行 |
p23 | Prohibited left turn | 禁止向左转弯 |
p24 | Prohibition of right turning of passenger cars | 禁止小客车右转 |
p25 | Prohibition of entry of small passenger cars | 禁止小客车驶入 |
p26 | Prohibit laden car into | 禁止载货汽车驶入 |
p27 | Prohibit entry of vehicles transporting dangerous goods | 禁止运输危险物品车辆驶入 |
p28 | Prohibited left turn and straight | 禁止直行和向左转弯 |
p29 | Prohibit tractors from entering | 禁止拖拉机驶入 |
pa10 | Limit axle load (10t) | 限制轴重(10t) |
pb | No thoroughfare | 禁止通行 |
pc | Parking inspection | 停车检查 |
pd | Customs | 海关 |
pe | Give Way to Oncoming Vehicles | 会车让行 |
pg | Slow down and give way | 减速让行 |
ph3.5 | Limit height (3.5m) | 限制高度(3.5m) |
pl40 | Limit speed (40) | 限制速度(40) |
pm10 | Limit weight (10t) | 限制质量(10t) |
pn | No parking | 禁止停车 |
pne | No Entry | 禁止驶入 |
pnl | No long-term parking | 禁止长时停车 |
pr40 | Speed restrictions lifted | 解除限制速度 |
ps | Park to give way | 停车让行 |
pw3 | Limit width (3.5m) | 限制宽度(3.5m) |
w1 | Dangerous road near the mountain | 傍山险路 |
w2 | Dangerous road near the mountain | 傍山险路 |
w3 | Village | 村庄 |
w4 | Embankment road | 堤坝路 |
w5 | Embankment road | 堤坝路 |
w6 | T-shaped plane crossing | 丁字平面交叉 |
w7 | Ferry | 渡口 |
w8 | Narrow on both sides | 两侧变窄 |
w9 | Watch out for falling rocks | 注意落石 |
w10 | Reverse detour | 反向弯路 |
w11 | Reverse detour | 反向弯路 |
w12 | Manshuiqiao | 漫水桥 |
w13 | Crossroads | 十字交叉路口 |
w14 | Crossroads | 十字交叉路口 |
w15 | Y-shaped intersection | Y形交叉路口 |
w16 | Y-shaped intersection | Y形交叉路口 |
w17 | Y-shaped intersection | Y形交叉路口 |
w18 | Road Narrows on Left | 左侧变窄 |
w19 | Y-shaped intersection | Y形交叉路口 |
w20 | T intersection | T形交叉路口 |
w21 | T intersection | T形交叉路口 |
w22 | T intersection | T形交叉路口 |
w23 | Roundabout | 环形交叉路口 |
w24 | Continuous detour | 连续弯路 |
w25 | Slopes | 连续下坡 |
w26 | Uneven road | 路面不平 |
w27 | Watch out for rain (snow) days | 注意雨(雪)天 |
w28 | Low-lying road | 路面低洼 |
w29 | High road surface | 路面高突 |
w30 | Stroll | 慢行 |
w31 | Up a steep slope | 上陡坡 |
w32 | Construction | 施工 |
w33 | Cross plane | 十字平面交叉 |
w34 | Accident-prone road | 事故易发路段 |
w35 | Two-way traffic | 双向交通 |
w36 | Watch out for wild animals | 注意野生动物 |
w37 | Tunnel | 隧道 |
w38 | Tunnel driving lights | 隧道开车灯 |
w39 | Hump bridge | 驼峰桥 |
w40 | Unguarded railway crossing | 无人看守铁路道口 |
w41 | Down steep slope | 下陡坡 |
w42 | Sharp detour | 急弯路 |
w43 | Sharp detour | 急弯路 |
w44 | Slippery | 易滑 |
w45 | Watch out for semaphores | 注意信号灯 |
w46 | Someone guards the railway crossing | 有人看守铁路道口 |
w47 | Narrowing on the right | 右侧变窄 |
w48 | Detour right | 右侧绕行 |
w49 | Narrow on both sides | 两侧变窄 |
w50 | Pay attention to keeping the distance between cars | 注意保持车距 |
w51 | Pay attention to adverse weather conditions | 注意不利气象条件 |
w52 | Pay attention to the disabled | 注意残疾人 |
w53 | Watch out for tidal lanes | 注意潮汐车道 |
w54 | Pay attention to foggy days | 注意雾天 |
w55 | Pay attention to children | 注意儿童 |
w56 | Pay attention to non-motorized vehicles | 注意非机动车 |
w57 | Pay attention to pedestrians | 注意行人 |
w58 | Pay attention to confluence | 注意合流 |
w59 | Pay attention to confluence | 注意合流 |
w60 | Crosswinds | 注意横风 |
w61 | Watch out for icing on the road | 注意路面结冰 |
w62 | Watch out for falling rocks | 注意落石 |
w63 | Drive With Caution | 注意危险 |
w64 | Pay attention to livestock | 注意牲畜 |
w65 | Detour on the left | 左侧绕行 |
w66 | Left and right detour | 左右绕行 |
w67 | Pay attention to the queues of vehicles ahead | 注意前方车辆排队 |
io | Other signs | 其他指示标志 |
wo | Other warning signs | 其他警告标志 |
po | Other prohibition signs | 其他禁止标志 |
本项目基于 MIT 许可证开源,详细信息请参阅 LICENSE 文件。