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Related Objects of Interest: tram , roundabout , tunnel , bus , car , airport , arabic-text , burj-khalifa , city-center , difc
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Top Congestion Datasets and Models
The datasets below can be used to train fine-tuned models for congestion detection. You can explore each dataset in your browser using Roboflow and export the dataset into one of many formats.
At the bottom of this page, we have guides on how to train a model using the congestion datasets below.
2k images 1882 classes
bicycle building debris dustbin motorcycle scooter skateboard stop sign traffic light trailer tree umbrella 100kph speed limit 100kph speed limit sign 40kph speed limit for trucks and buses sign 40kph speed limit sign 50kph speed limit sign 50mph speed limit sign 60kph speed limit sign 70kph speed limit for all other vehicles sign
2k images 1882 classes
bicycle building debris dustbin motorcycle scooter skateboard stop sign traffic light trailer tree umbrella 100kph speed limit 100kph speed limit sign 40kph speed limit for trucks and buses sign 40kph speed limit sign 50kph speed limit sign 50mph speed limit sign 60kph speed limit sign 70kph speed limit for all other vehicles sign
2.4k images 28 classes
Arching (concrete) Barrier damage Block cracks (asphalt) Broken board (cement) Corner fracture (cement) Crack (cement) Cracking (asphalt) Curb defect Defective protective facilities Edge spalling (cement) Exposed (cement) Joint material damage (cement) Longitudinal cracks (asphalt) Loose (asphalt) Marker defects Mud pumping (cement) Oiled (asphalt) Patching (asphalt) Potholes (asphalt) Potholes (concrete)
704 images 5 classes 1 model
Risk point:Several vehicles are parked in non-parking areas. Risk point:The presence of motorcycles and bicycles within the same lanes as cars. Risk-point:There-are-pedestrians-walking-and-crossing-the-road-in-between-cars. Risk-point:Some-vehicles-appear-to-be-driving-in-the-wrong-direction. Risk-point:The-high-density-of-vehicles-can-lead-to-congestion.
786 images 7 classes
597 images 21 classes
785 images 7 classes
196 images 7 classes
982 images 7 classes
43 images 50 classes
roundabout stop bicycle-crossing children curve-left curve-right do-not-enter double-curve-left end-of-all-restrictions end-of-no-passing-zone end-of-no-passing-zone-weight-over-3 end-of-no-passing-zone-weight-over-3.5-tons end-of-speed-limit-80 general-danger german-traffic-signs go-straight-or-turn-left go-straight-or-turn-right must-continue-straight must-turn-left must-turn-right
169 images 58 classes 1 model
danger no entry 2 3 4 Cyclist_passing DANGEROUS_DIP Danger in the water Domestic_animals_crossing Downslope Enter the main road from the left Enter the main road from the right FALLING ROCKS First left turn First right turn HUMP OR ROUGH ROAD Intersection of road and railway without barricades installed in 300 meters Intersection of the city train route Intersection with the railway LEFT_HAND_CURVE
2.4k images 20 classes 1 model
Arching (concrete) Barrier damage Block cracks (asphalt) Broken board (cement) Crack (cement) Cracking (asphalt) Edge spalling (cement) Joint material damage (cement) Longitudinal cracks (asphalt) Loose (asphalt) Marker defects Patching (asphalt) Potholes (asphalt) Potholes (concrete) Rutting (asphalt) Spray (asphalt) Subsidence (asphalt) Transverse cracks (asphalt) Wave congestion (asphalt) reticle defect
196 images 7 classes
176 images 38 classes
airspace opacity atelectasis bone lesion bronchiectasis bullae calcified nodule consolidation costophrenic angle blunting cyst-bullae elevated hemidiaphragm emphysema enlarged cardiac silhouette enlarged hilum foreign matter hernia hydropneumothorax hyperaeration increased reticular markings interstitial lung disease lung opacity
176 images 38 classes
airspace opacity atelectasis bone lesion bronchiectasis bullae calcified nodule consolidation costophrenic angle blunting cyst-bullae elevated hemidiaphragm emphysema enlarged cardiac silhouette enlarged hilum foreign matter hernia hydropneumothorax hyperaeration increased reticular markings interstitial lung disease lung opacity
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