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data.csv
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1 |
+
idx,visual_data_description,sensor_data_description,decision_options,labels
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2 |
+
0,a busy urban intersection with pedestrians,LIDAR detects a group of people crossing,Proceed,Obstacle Avoidance
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3 |
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1,foggy highway conditions,camera has low visibility,Change Lane,Route Recommendation
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4 |
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2,a sharp curve with oncoming traffic,LIDAR and camera show clear road ahead,Proceed,No Action
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5 |
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3,rain causing poor road visibility,radar detects slippery surface,Emergency Brake,Hazard Response
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6 |
+
4,a school zone with children playing,camera and LIDAR detect multiple pedestrians,Change Lane,Obstacle Avoidance
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7 |
+
5,a busy urban intersection with pedestrians,LIDAR detects a group of people crossing,Proceed,Obstacle Avoidance
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8 |
+
6,a road under construction with detour signs,camera detects road closure ahead,Use Detour Sign,Route Recommendation
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9 |
+
7,an open highway with clear weather,camera shows an empty lane ahead,Proceed,No Action
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10 |
+
8,heavy rain with flooding,radar detects submerged obstacles,Emergency Brake,Hazard Response
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11 |
+
9,a sudden stop by a car ahead,camera captures a stationary vehicle,Emergency Brake,Obstacle Avoidance
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12 |
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10,cityscape with a clear highway in sight,camera shows a clear path ahead,Take highway exit,Route Recommendation
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13 |
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11,straight highway with no visible obstacles,LIDAR and camera show a clear path ahead,Proceed,No Action
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14 |
+
12,an approaching vehicle braking unexpectedly,LIDAR and camera detect decreased vehicle speed ahead,Emergency Brake,Hazard Response
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15 |
+
13,a sudden appearance of a flock of birds in front of the vehicle,camera captures birds diving ahead,Emergency Brake,Obstacle Avoidance
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16 |
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14,a mountainous terrain with narrow roads,LIDAR and camera detect steep inclines and winding paths,Alternate Route,Route Recommendation
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17 |
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15,foggy highway conditions,camera has low visibility,Change Lane,Route Recommendation
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18 |
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16,a congested downtown area during rush hour,GPS detects heavy traffic ahead,Use Alternate Route,Route Recommendation
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19 |
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17,a straight road with well-marked lanes,radar detects no obstacles in front,Change Lane,No Action
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20 |
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18,black ice on a highway,LIDAR detects low traction,Proceed with caution,Hazard Response
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21 |
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19,an unexpected road closure due to construction,LIDAR identifies barricades and detour signs,Change Lane,Obstacle Avoidance
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22 |
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20,suburban area with a detour road due to construction,LIDAR and camera identify construction barriers,Recommend detour,Route Recommendation
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23 |
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21,a wide open road with consistent speed limits,radar detects no vehicles around,Proceed,No Action
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24 |
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22,a pedestrian suddenly stepping into the road,camera shows a person in the vehicle's path,Emergency Brake,Hazard Response
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25 |
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23,a vehicle abruptly stopping on the highway causing traffic to merge,LIDAR detects stopped vehicles,Change Lane,Obstacle Avoidance
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26 |
+
24,a snow-covered road with reduced traction,radar shows slippery surface and vehicle sensors detect wheel slip,Find Sheltered Area,Route Recommendation
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27 |
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25,a sharp curve with oncoming traffic,LIDAR and camera show clear road ahead,Proceed,No Action
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28 |
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26,an accident on a main highway,radar and camera confirm the obstruction,Find Alternate Route,Route Recommendation
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29 |
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27,an urban street with no pedestrians or vehicles,LIDAR shows no obstacles ahead,Emergency Brake,No Action
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30 |
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28,debris on the road,camera and LIDAR spot road blockage,Emergency Brake,Hazard Response
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31 |
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29,pedestrian steps onto the crosswalk,camera and LIDAR detect the pedestrian,Proceed with caution,Obstacle Avoidance
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32 |
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30,highway with traffic jam ahead,radar detects dense vehicle formation,Take alternative route,Route Recommendation
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33 |
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31,a deserted highway with a clear and visible route ahead,camera and LIDAR confirm open road,Proceed,No Action
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34 |
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32,icy patch on the road leading to a slippery area,radar detects reduced friction and traction,Emergency Brake,Hazard Response
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35 |
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33,a child chasing a ball onto the street from a driveway,camera shows child running onto road,Emergency Brake,Pedestrian Avoidance
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36 |
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34,an area with heavy traffic congestion,camera and radar have low traffic density information,Opt for Side Roads,Route Recommendation
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37 |
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35,rain causing poor road visibility,radar detects slippery surface,Emergency Brake,Hazard Response
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38 |
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36,a snowstorm causing road closures,LIDAR unable to penetrate snow,Use Pre-Planned Winter Route,Route Recommendation
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39 |
+
37,a wide-open rural road with good visibility,camera confirms a straight path,Proceed,No Action
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40 |
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38,wildlife crossing the road,camera and LIDAR detects animal,Emergency Brake,Hazard Response
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41 |
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39,a fallen tree blocking the road,LIDAR scans for clear path,Change Lane,Obstacle Avoidance
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42 |
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40,mountain pass with potential landslides,sensor alerts to unstable terrain,Suggest safer path,Route Recommendation
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43 |
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41,a regular urban street with no pedestrians in sight,camera shows a clear path,Proceed,No Action
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44 |
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42,a large animal crossing the road unpredictably,LIDAR and camera capture movement on the road,Emergency Brake,Hazard Response
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45 |
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43,a sports car crashing from behind,LIDAR and camera both register the collision,Proceed,Hazard Avoidance
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46 |
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44,a coastal road with strong winds,LIDAR detects obstacles due to wind,Adjust Speed and Steering,Route Recommendation
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47 |
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45,a school zone with children playing,camera and LIDAR detect multiple pedestrians,Change Lane,Obstacle Avoidance
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48 |
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46,a major bridge out,visual data show no crossing point,Use Nearest Accessible Bridge,Route Recommendation
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49 |
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47,a suburban street with parked cars,LIDAR shows clear road ahead,Obstacle Avoidance,No Action
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50 |
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48,sudden fog,camera and LIDAR have limited visibility,Reduce speed,Hazard Response
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51 |
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49,a vehicle merging into the lane ahead,camera shows the approaching vehicle,Maintain current speed and position,No Action
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52 |
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50,urban area with an ongoing marathon causing road closures,visual and LIDAR show road closure ahead,Recommend detour,Route Recommendation
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53 |
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51,an empty highway during off-peak hours,LIDAR and camera detect no immediate hazards,Proceed,No Action
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54 |
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52,another vehicle swerving into the autonomous vehicle's lane,LIDAR detects the swerving vehicle,Emergency Brake,Hazard Response
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55 |
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53,snowstorm causing low visibility on the highway,camera's vision impaired by snow,Emergency Brake,Weather Adaptation
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56 |
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54,a forested area with no clear road markers,GPS data and camera show a narrow path between trees,Follow Path with Caution,Route Recommendation
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57 |
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55,a crossing jaywalker detected by camera,LIDAR shows clear path ahead,Obstacle Avoidance,Jaywalker Detection
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58 |
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56,flooded streets due to heavy rainfall,sensor data indicates water depth,Avoid Waterlogged Areas,Route Recommendation
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59 |
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57,a traffic circle with no vehicles inside,camera and LIDAR detect an open path,Change Lane,No Action
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60 |
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58,electric vehicle battery warning,vehicle telemetry shows critical battery level,Find charging station,Hazard Response
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61 |
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59,an animal crossing the road,camera and LIDAR capture the animal,Emergency Brake,Obstacle Avoidance
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62 |
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60,a coastal road with tides causing low water levels,camera captures shallow waters,Route not recommended due to tides,Route Recommendation
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63 |
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61,a city avenue during late-night with no traffic,camera and radar show a clear path ahead,Proceed,No Action
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64 |
+
63,a group of cyclists crossing the road,LIDAR detects cyclists,Emergency Brake,Cyclist Avoidance
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65 |
+
64,a construction zone with temporary road closures,camera detects closed lane,Use Detour Signal,Route Recommendation
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66 |
+
65,a sudden obstacle (large debris) on the road,LIDAR and camera confirm debris on the road,Obstacle Avoidance,Debris Navigation
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67 |
+
66,local sports event causing street closure,camera shows crowd and detour barriers,Use Sports Event Detour,Route Recommendation
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68 |
+
67,a highway with clear traffic flow,radar detects no obstacles ahead,Emergency Brake,No Action
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69 |
+
68,pothole detection,LIDAR identifies a large pothole ahead,Reduce speed,Hazard Response
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70 |
+
69,a cyclist weaving between parked cars,camera and LIDAR track the cyclist's movement,Change Lane,Obstacle Avoidance
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71 |
+
70,rural area with a long straight road ahead,sensor data indicates no obstructions,Take long straight path,Route Recommendation
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72 |
+
71,an open countryside road with no vehicles around,LIDAR and camera confirm clear visibility,Proceed,No Action
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73 |
+
73,an animal running across the road,camera captures an animal in the vehicle's path,Emergency Brake,Animal Avoidance
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74 |
+
74,a remote area with limited cell service,GPS shows connectivity issue,Maintain Current Path,Route Recommendation
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75 |
+
75,an unexpected slow-moving vehicle ahead,camera shows a vehicle stopped in traffic,Obstacle Avoidance,Vehicle Stalling Response
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76 |
+
76,road maintenance work on a busy arterial road,LIDAR shows barriers and detour signs,Use Detour Around,Route Recommendation
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77 |
+
77,a multi-lane highway with ample space,camera shows an open lane,Proceed,No Action
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78 |
+
78,tire blowout,LIDAR and radar indicate loss of vehicle control,Emergency Brake,Hazard Response
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79 |
+
79,a flock of birds flying low across the windshield,camera and LIDAR assess the situation,Maintain current speed and position,No Action
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80 |
+
80,a forested area with limited road signs,visual data shows confusing road junction,Suggest using GPS guidance,Route Recommendation
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81 |
+
81,a straight country road with a consistent speed limit,radar shows no vehicles in the vicinity,Proceed,No Action
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82 |
+
83,an unexpected road closure due to construction work,camera shows detour signs,Change Lane,Route Change
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83 |
+
84,an area with street art that temporarily obstructs the road,camera captures street art,Follow Main Street,Route Recommendation
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84 |
+
85,a construction zone with workers near the road,LIDAR and camera detect workers,Change Lane,Work Zone Awareness
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85 |
+
86,urban festival with pedestrian zones,GPS identifies temporary pedestrian-only areas,Use Festival Circuit,Route Recommendation
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86 |
+
87,a straight country road with no traffic,LIDAR detects a clear path,Change Lane,No Action
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87 |
+
88,car ahead loses control,camera and radar track the spinning vehicle,Maintain distance,Hazard Response
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88 |
+
89,a sharp curve with oncoming traffic,LIDAR and camera show clear road ahead,Proceed with caution,Obstacle Avoidance
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89 |
+
90,urban area during peak rush hour,LIDAR detects high vehicle density,Recommend off-peak travel time,Route Recommendation
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90 |
+
91,a rural highway with no obstacles and no pedestrians in sight,camera shows a clear path,Proceed,No Action
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91 |
+
93,an approaching vehicle misjudging distance,LIDAR calculates too late,Emergency Brake,Collision Avoidance
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92 |
+
94,a poorly lit road during nighttime,camera and LIDAR have limited visibility,Increase Headlights and Decrease Speed,Route Recommendation
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93 |
+
95,a child chasing a ball into the street,camera captures a child running,Obstacle Avoidance,Child Presence Alert
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94 |
+
96,construction work on a multi-lane highway,camera and LIDAR detect partial lane closures,Use Partial Lane Alternative,Route Recommendation
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95 |
+
97,an urban avenue with no immediate obstacles,camera confirms a straight path,Obstacle Avoidance,No Action
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96 |
+
98,sudden gust of wind,sensors detect vehicle instability,Emergency Brake,Hazard Response
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97 |
+
99,a pedestrian walks towards the curb,camera and LIDAR monitor the pedestrian's trajectory,Proceed with caution,Obstacle Avoidance
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