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Related Objects of Interest: stop , roundabout , no stopping , no entry , give way , speed limit 30 , speed limit 50 , slippery road , roadworks , no parking
Top End Datasets and Models
The datasets below can be used to train fine-tuned models for end 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 end datasets below.
2564 images
* Auto-orientation of pixel data (with EXIF-orientation stripping)* Resize to 1000x1000 (Stretch)* annotate, and create datasets* collaborate with your team on computer vision projects* collect & organize images* export, train, and deploy computer vision models* understand and search unstructured image data* use active learning to improve your dataset over time192021222324252627282930
122 images
signAnimalsAxle load limitBarrierBlind persons likely on road aheadBuilt-up areaBullock cart and hand cart prohibitedBullock cart prohibitedBumpChevronChildrenCompulsory aheadCompulsory ahead or turn leftCompulsory ahead or turn rightCompulsory cycle trackCompulsory keep leftCompulsory minimum speedCompulsory sound hornCompulsory turn leftCompulsory turn left ahead
2312 images2 models
roundaboutBumpCar breakingChildrenCrosswindsCurveCyclist crossingCyclistsDipDomestic animalsEnd of all previously signed restrictionsEnd of no overtakingEnd of no overtaking by heavy goods vehiclesEnd of no parking zoneEnd of priority roadEnd of speed limit 30End of speed limit zone 30Entering cityExiting cityFalling rocks
4320 images1 model
122 images
All motor vehicles prohibitedAnimalsAxle load limitBarrierBlind persons likely on road aheadBuilt-up areaBullock cart and hand cart prohibitedBullock cart prohibitedBumpChevronChildrenCompulsory aheadCompulsory ahead or turn leftCompulsory ahead or turn rightCompulsory cycle trackCompulsory keep leftCompulsory minimum speedCompulsory sound hornCompulsory turn leftCompulsory turn left ahead
83 images
9647 images1 model
Bicycle laneBumpsBumps aheadBus stopCamera operation zoneCaution construction works aheadCaution damaged roadsCaution drive slowlyCaution flagman aheadChevron (left)Chevron (right)ChildrenCow nearbyCrossroadCrossroad on the leftCrossroad on the rightCrosswind areaDanger AheadDetourfollow arrowDouble Bend to Left Ahead
600 images
elephantfoxmonkeypigtiger* Auto-orientation of pixel data (with EXIF-orientation stripping)* Resize to 640x640 (Stretch)* annotate, and create datasets* collaborate with your team on computer vision projects* collect & organize images* export, train, and deploy computer vision models* understand and search unstructured image data* use active learning to improve your dataset over time19202122232425
3480 images
* Auto-orientation of pixel data (with EXIF-orientation stripping)* Random Gaussian blur of between 0 and 2.5 pixels* Random brigthness adjustment of between -25 and +25 percent* Resize to 640x640 (Stretch)* Salt and pepper noise was applied to 14 percent of pixels* annotate, and create datasets* collaborate with your team on computer vision projects* collect & organize images* export, train, and deploy computer vision models* understand and search unstructured image data* use active learning to improve your dataset over time2223242526==============================For state of the art Computer Vision training notebooks you can use with this dataset,Road Sign Detector - v7 Add blur and noiseRoboflow is an end-to-end computer vision platform that helps you
3480 images1 model
* Auto-orientation of pixel data (with EXIF-orientation stripping)* Random Gaussian blur of between 0 and 2.5 pixels* Random brigthness adjustment of between -25 and +25 percent* Resize to 640x640 (Stretch)* Salt and pepper noise was applied to 14 percent of pixels* annotate, and create datasets* collaborate with your team on computer vision projects* collect & organize images* export, train, and deploy computer vision models* understand and search unstructured image data* use active learning to improve your dataset over time2223242526==============================For state of the art Computer Vision training notebooks you can use with this dataset,Road Sign Detector - v7 Add blur and noiseRoboflow is an end-to-end computer vision platform that helps you
8009 images
* 50% probability of horizontal flip* 50% probability of vertical flip* Random Gaussian blur of between 0 and 3.25 pixels* Randomly crop between 0 and 33 percent of the image* annotate, and create datasets* collaborate with your team on computer vision projects* collect & organize images* export, train, and deploy computer vision models* understand and search unstructured image data* use active learning to improve your dataset over time-02122232425262728
8015 images1 model
* 50% probability of horizontal flip* 50% probability of vertical flip* Random Gaussian blur of between 0 and 3.25 pixels* Randomly crop between 0 and 33 percent of the image* annotate, and create datasets* collaborate with your team on computer vision projects* collect & organize images* export, train, and deploy computer vision models* understand and search unstructured image data* use active learning to improve your dataset over time1001202122232425262728
2447 images1 model
object* 50% probability of horizontal flip* Auto-orientation of pixel data (with EXIF-orientation stripping)* Resize to 640x640 (Stretch)* annotate, and create datasets* collaborate with your team on computer vision projects* collect & organize images* export, train, and deploy computer vision models* understand and search unstructured image data* use active learning to improve your dataset over time20==============================For state of the art Computer Vision training notebooks you can use with this dataset,Roboflow is an end-to-end computer vision platform that helps youSignals are annotated in YOLO v5 PyTorch format.The dataset includes 2587 images.The following augmentation was applied to create 3 versions of each source image:The following pre-processing was applied to each image:This dataset was exported via roboflow.com on November 25, 2023 at 12:38 AM GMTTo find over 100k other datasets and pre-trained models, visit https://universe.roboflow.com
660 images2 models
roundaboutBumpChildrenCrosswindsCurveCyclistsDipDomestic animalsEnd of all previously signed restrictionsEnd of no overtakingEnd of no overtaking by heavy goods vehiclesEnd of priority roadEnd of speed limit 30End of speed limit zone 30Falling rocksFogGive wayGive way to oncoming trafficGreen lightHeight limit 3-5m
640 images
* Auto-orientation of pixel data (with EXIF-orientation stripping)* Resize to 640x640 (Stretch)* annotate, and create datasets* collaborate with your team on computer vision projects* collect & organize images* export, train, and deploy computer vision models* understand and search unstructured image data* use active learning to improve your dataset over time192021222324252627282930
43 images
roundaboutstopbicycle-crossingchildrencurve-leftcurve-rightdo-not-enterdouble-curve-leftend-of-all-restrictionsend-of-no-passing-zoneend-of-no-passing-zone-weight-over-3end-of-no-passing-zone-weight-over-3.5-tonsend-of-speed-limit-80general-dangergerman-traffic-signsgo-straight-or-turn-leftgo-straight-or-turn-rightmust-continue-straightmust-turn-leftmust-turn-right
7847 images
- Auto-contrast via contrast stretching- Auto-orientation of pixel data (with EXIF-orientation stripping)- Random brigthness adjustment of between -25 and +25 percent- Random exposure adjustment of between -25 and +25 percent- Resize to 640x640 (Stretch)- Salt and pepper noise was applied to 7 percent of pixels- collaborate with your team on computer vision projects- understand and search unstructured image data- use active learning to improve your dataset over time2324252627282930313233
3299 images
10370 images
6449 images
Ahead onlyBeware of ice-snowBicycles crossingBumpy roadChildren crossingDangerous curve to the leftDangerous curve to the rightDouble curveEnd of all speed and passing limitsEnd of no passingEnd of no passing by vehicles over 3-5 metric tonsEnd of speed limit (80km-h)General cautionGo straight or leftGo straight or rightKeep leftKeep rightNo HornNo Left TurnNo Overtaking
3240 images
* Auto-orientation of pixel data (with EXIF-orientation stripping)* Resize to 640x640 (Stretch)* annotate, and create datasets* collaborate with your team on computer vision projects* collect & organize images* export, train, and deploy computer vision models* understand and search unstructured image data* use active learning to improve your dataset over time1920==============================For state of the art Computer Vision training notebooks you can use with this dataset,No image augmentation techniques were applied.Roboflow is an end-to-end computer vision platform that helps youThe dataset includes 3385 images.The following pre-processing was applied to each image:This dataset was exported via roboflow.com on May 24, 2023 at 4:29 PM GMTTo find over 100k other datasets and pre-trained models, visit https://universe.roboflow.comTraffic-Signs are annotated in YOLOv8 format.new_classes - v8 2023-05-24 7:26pm
4000 images2 models
* Auto-orientation of pixel data (with EXIF-orientation stripping)* Resize to 640x640 (Stretch)* annotate, and create datasets* collaborate with your team on computer vision projects* collect & organize images* export, train, and deploy computer vision models* understand and search unstructured image data* use active learning to improve your dataset over time192021222324252627282930
961 images
Give-PriorityHospitalParking-areaParking-or-Stopping-ProhibitedPassing-ProhibitedStop-SignTurn-Left-ProhibitedTurn-Right-ProhibitedU-turn-Prohibitedcrosswalk-aheaddead-endintersection-of-main-route-and-sub-route-from-the-leftintersection-of-main-route-and-sub-route-from-the-rightmain-route-aheadmain-route-and-sub-route-intersectionmandatory-Direction-to-the-Left-Sidemandatory-Forward-Directionmandatory-Left-Turnmandatory-Right-Turnmandatory-Turn-Right-or-Left
914 images
874 images
- collaborate with your team on computer vision projects- understand and search unstructured image data- use active learning to improve your dataset over time==============================Roboflow is an end-to-end computer vision platform that helps youSelf-Driving Cars - v6 Version 4 - Prescan - 416x416Signs are annotated in YOLOv8 format-The dataset includes 4969 images-visit https:--github-com-roboflow-notebooks
