Related Objects of Interest: no stopping, stop, speed limit 30, roundabout, speed limit 50, road work, give way, slippery road, danger ahead, no entry
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.
by School
1272 images 11 classes
by college
3480 images 27 classes
* 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 time 22 23 24 25 26 ============================== For state of the art Computer Vision training notebooks you can use with this dataset, Road Sign Detector - v7 Add blur and noise Roboflow is an end-to-end computer vision platform that helps you
by college
3480 images 27 classes
* 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 time 22 23 24 25 26 ============================== For state of the art Computer Vision training notebooks you can use with this dataset, Road Sign Detector - v7 Add blur and noise Roboflow is an end-to-end computer vision platform that helps you
by Emposo
5614 images 50 classes
9900 images 56 classes
by Emposo
6249 images 49 classes
by Test1
4680 images 15 classes
* 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 ============================== 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 you Self-Driving Cars - v6 Version 4 - Prescan - 416x416 Signs are annotated in YOLOv8 format. The dataset includes 4969 images. This dataset was exported via roboflow.com on October 20, 2023 at 9:18 AM GMT To find over 100k other datasets and pre-trained models, visit https://universe.roboflow.com visit https://github.com/roboflow/notebooks
by Tizi
7120 images 15 classes
- - 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 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 you Self-Driving Cars - v6 Version 4 - Prescan - 416x416 Signs are annotated in YOLOv8 format. The dataset includes 4969 images. This dataset was exported via roboflow.com on October 20- 2023 at 9-18 AM GMT To find over 100k other datasets and pre-trained models- visit https-universe.roboflow.com visit https-github.com-roboflow-notebooks
by Naveen
6565 images 36 classes
3240 images 21 classes
* 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 time 19 20 ============================== 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 you The 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 GMT To find over 100k other datasets and pre-trained models, visit https://universe.roboflow.com Traffic-Signs are annotated in YOLOv8 format. new_classes - v8 2023-05-24 7:26pm
by skynet
1028 images 8 classes
by kaushik
8015 images 78 classes
* 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 100 120 21 22 23 24 25 26 27 28
1302 images 13 classes
9647 images 87 classes
Bicycle lane Bumps Bumps ahead Bus stop Camera operation zone Caution construction works ahead Caution damaged roads Caution drive slowly Caution flagman ahead Chevron (left) Chevron (right) Children Cow nearby Crossroad Crossroad on the left Crossroad on the right Crosswind area Danger Ahead Detourfollow arrow Double Bend to Left Ahead
by sridhar
875 images 53 classes
3529 images 40 classes
3299 images 40 classes
3324 images 39 classes
by Kier
961 images 41 classes
Give-Priority Hospital Parking-area Parking-or-Stopping-Prohibited Passing-Prohibited Stop-Sign Turn-Left-Prohibited Turn-Right-Prohibited U-turn-Prohibited crosswalk-ahead dead-end intersection-of-main-route-and-sub-route-from-the-left intersection-of-main-route-and-sub-route-from-the-right main-route-ahead main-route-and-sub-route-intersection mandatory-Direction-to-the-Left-Side mandatory-Forward-Direction mandatory-Left-Turn mandatory-Right-Turn mandatory-Turn-Right-or-Left