Top Over Datasets and Models
The datasets below can be used to train fine-tuned models for over detection. You can explore each dataset in your browser using Roboflow and export the dataset into one of many formats.
Object Detection
16.7k images
cat- collaborate with your team on computer vision projects- understand and search unstructured image data- use active learning to improve your dataset over time171819==============================No image augmentation techniques were applied-Pascal VOC 2012 - v1 rawRoboflow is an end-to-end computer vision platform that helps youThe dataset includes 17112 images-The following pre-processing was applied to each image:VOC are annotated in YOLOv9 format-animalschildfemalemaleplantsvisit https:--github-com-roboflow-notebooks
Object Detection
25.2k images
stop- collaborate with your team on computer vision projects- understand and search unstructured image data- use active learning to improve your dataset over time0120_speed30_speed50_speed60_speed70_speed80_lifted80_speed==============================Roboflow is an end-to-end computer vision platform that helps youSelf Driving Car - v1 2026-03-02 9:02pmattention_childrenattention_traffic_lightgive_wayno_way_general
Object Detection
100 images
- collaborate with your team on computer vision projects- understand and search unstructured image data- use active learning to improve your dataset over time1718==============================No image augmentation techniques were applied-Roboflow is an end-to-end computer vision platform that helps youSIGNS are annotated in YOLOv8 format-Sign Language - v1 2026-02-08 9:07pmThe dataset includes 100 images-The following pre-processing was applied to each image:visit https:--github-com-roboflow-notebooks
Object Detection
206 images·1 model
Object Detection
8.09k images
* 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 time171819==============================For state of the art Computer Vision training notebooks you can use with this dataset,No image augmentation techniques were applied.Pascal VOC 2012 - v1 rawRoboflow is an end-to-end computer vision platform that helps youThe dataset includes 17112 images.The following pre-processing was applied to each image:This dataset was exported via roboflow.com on March 6, 2024 at 4:41 PM GMTTo find over 100k other datasets and pre-trained models, visit https://universe.roboflow.comVOC are annotated in YOLOv8 Oriented Object Detection format.visit https://github.com/roboflow/notebooks
Object Detection
100 images
- collaborate with your team on computer vision projects- understand and search unstructured image data- use active learning to improve your dataset over time1718==============================No image augmentation techniques were applied-Roboflow is an end-to-end computer vision platform that helps youSIGNS are annotated in YOLOv8 format-Sign Language - v1 2026-02-08 9:07pmThe dataset includes 100 images-The following pre-processing was applied to each image:visit https:--github-com-roboflow-notebooks
Object Detection
1.61k images·1 model·3
object* 50% probability of horizontal flip* 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==============================Animal detect - v2 2023-04-25 3:38pmAnimals are annotated in YOLOv8 format.For state of the art Computer Vision training notebooks you can use with this dataset,Person dataset - v3 2023-11-16 1:52amRoboflow is an end-to-end computer vision platform that helps youThe dataset includes 269 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 April 25, 2023 at 10:09 AM GMTTo find over 100k other datasets and pre-trained models, visit https://universe.roboflow.com
Object Detection
3.52k 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
Instance Segmentation
206 images
Object Detection
992 images
- collaborate with your team on computer vision projects- understand and search unstructured image data- use active learning to improve your dataset over time1718==============================Facial Skin - v1 2025-04-18 10:11pmFacial-skin are annotated in YOLOv11 format-No image augmentation techniques were applied-Roboflow is an end-to-end computer vision platform that helps youThe dataset includes 997 images-The following pre-processing was applied to each image:visit https:--github-com-roboflow-notebooks
Object Detection
8.02k images·1 model·10
* 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
Object Detection
7.48k images·1 model
catdog* 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 time19202122==============================For state of the art Computer Vision training notebooks you can use with this dataset,Fruits-phones-bottles-books are annotated in YOLOv8 format.No image augmentation techniques were applied.Roboflow is an end-to-end computer vision platform that helps youThe dataset includes 7509 images.
Object Detection
8.42k 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 youWALL - v3 2024-12-23 6:33pmundefinedvisit https:--github-com-roboflow-notebooks
Object Detection
2.05k images·1 model
- Auto-orientation of pixel data (with EXIF-orientation stripping)- Random Gaussian blur of between 0 and 1-25 pixels- Random brigthness adjustment of between -25 and +25 percent- Random rotation of between -5 and +5 degrees- Random shear of between -5° to +5° horizontally and -5° to +5° vertically- Randomly crop between 0 and 20 percent of the image- Resize to 416x416 (Stretch)- collaborate with your team on computer vision projects- understand and search unstructured image data- use active learning to improve your dataset over time01225345678
Object Detection
660 images
- collaborate with your team on computer vision projects- understand and search unstructured image data- use active learning to improve your dataset over time==============================ExDark - v1 2025-07-02 6:22pmRoboflow is an end-to-end computer vision platform that helps youvisit https:--github-com-roboflow-notebooks
Object Detection
478 images
* 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 time0123456789==============================Digits_recognizer - v1 2024-10-18 5:43amRoboflow is an end-to-end computer vision platform that helps youThis dataset was exported via roboflow.com on November 18, 2024 at 2:18 AM GMT
Object Detection
9.87k images
* 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==============================Egyptian Currency - v3 2023-03-11 2:21amFor 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 youThis dataset was exported via roboflow.com on March 11, 2023 at 12:22 AM GMTvisit https://github.com/roboflow/notebooks
Object Detection
2.16k images
#-fsd->-2024-03-12-10:33am* 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,License:-CC-BY-4.0Provided-by-a-Roboflow-userRoboflow is an end-to-end computer vision platform that helps youThis dataset was exported via roboflow.com on March 12, 2024 at 5:34 AM GMTfsd - v6 2024-03-12 10:33amhttps://universe.roboflow.com/enter-b12vd/fsd-kz61mvisit https://github.com/roboflow/notebooks
Object Detection
1.64k images·17
plate* 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 time0==============================BangkuDataset plat nomor - v5 2023-02-04 3:21pmFor state of the art Computer Vision training notebooks you can use with this dataset,HumanJakartaKota-PadangMobilMotorPekanbaru-RiauPlat-KendaraanRoboflow is an end-to-end computer vision platform that helps you
Object Detection
projact_f_w
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1.18k images
Object Detection
9.34k images·3 models·2
* 50% probability of horizontal flip* Auto-orientation of pixel data (with EXIF-orientation stripping)* Equal probability of one of the following 90-degree rotations: none, clockwise, counter-clockwise* Random rotation of between -15 and +15 degrees* Randomly crop between 0 and 20 percent of the image* Resize to 416x416 (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 time2324252627282930
Object Detection
2.33k images
- collaborate with your team on computer vision projects- understand and search unstructured image data- use active learning to improve your dataset over time01234678==============================Roboflow is an end-to-end computer vision platform that helps youSkin-Problem-Detection-Relabel-Clean3 - v2 2024-01-05 6:49amacneacnesiarrugasojerasporos
Object Detection
16.5k images·1 model
- Auto-orientation of pixel data (with EXIF-orientation stripping)- Grayscale (CRT phosphor)- Random Gaussian blur of between 0 and 2-5 pixels- Random brigthness adjustment of between -35 and +35 percent- Random rotation of between -25 and +25 degrees- Randomly crop between 0 and 25 percent of the image- Resize to 640x640 (Stretch)- collaborate with your team on computer vision projects- understand and search unstructured image data- use active learning to improve your dataset over time26272829303132333435
Object Detection
8.04k images·1 model
Object Detection
6.04k images·2 models·24
* Auto-orientation of pixel data (with EXIF-orientation stripping)* 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 time18192021222324252627282930
Object Detection
659 images
* Auto-orientation of pixel data (with EXIF-orientation stripping)* Equal probability of one of the following 90-degree rotations: none, counter-clockwise* Resize to 650x500 (Fit within)* annotate, and create datasets* collaborate with your team on computer vision projects* export, train, and deploy computer vision models* use active learning to improve your dataset over time100101102103104105106107108109110111112
Object Detection
746 images
- Auto-orientation of pixel data (with EXIF-orientation stripping)- Random Gaussian blur of between 0 and 4-9 pixels- Random brigthness adjustment of between -25 and +25 percent- Random exposure adjustment of between -15 and +15 percent- Random rotation of between -15 and +15 degrees- Random shear of between -15° to +15° horizontally and -15° to +15° vertically- Salt and pepper noise was applied to 1-96 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 time==============================Bahasa Isyarat - v2 2025-11-04 6:43pmBahasa-Isyarat are annotated in YOLOv11 format-Roboflow is an end-to-end computer vision platform that helps youThe dataset includes 748 images-The following augmentation was applied to create 3 versions of each source image:The following pre-processing was applied to each image:visit https:--github-com-roboflow-notebooks
Object Detection
1.77k images
- collaborate with your team on computer vision projects- understand and search unstructured image data- use active learning to improve your dataset over time==============================Alcohol Content - v1 2026-01-03 5:02pmRoboflow is an end-to-end computer vision platform that helps youundefinedvisit https:--github-com-roboflow-notebooks
Object Detection
23k images·1 model
- Auto-contrast via contrast stretching- Random brigthness adjustment of between -30 and +30 percent- Random rotation of between -15 and +15 degrees- Random shear of between -10° to +10° horizontally and -10° to +10° vertically- collaborate with your team on computer vision projects- understand and search unstructured image data- use active learning to improve your dataset over time21222324252627282930313233
Object Detection
2.02k images
- Random brigthness adjustment of between -25 and +25 percent- Random rotation of between -15 and +15 degrees- Resize to 640x640 (Stretch)- collaborate with your team on computer vision projects- understand and search unstructured image data- use active learning to improve your dataset over time202122232425==============================A are annotated in YOLOv8 Oriented Object Detection format-Bisindo - v2 2025-10-29 3:12pmGNRoboflow is an end-to-end computer vision platform that helps youThe dataset includes 2478 images-The following augmentation was applied to create 3 versions of each source image:
Object Detection
1.72k images·2 models·4
* 50% probability of horizontal flip* Auto-orientation of pixel data (with EXIF-orientation stripping)* Random Gaussian blur of between 0 and 1.25 pixels* Random brigthness adjustment of between -25 and +25 percent* Random rotation of between -5 and +5 degrees* Random shear of between -5° to +5° horizontally and -5° to +5° vertically* Randomly crop between 0 and 20 percent of the image* Resize to 416x416 (Stretch)* annotate, and create datasets* collaborate with your team on computer vision projects* collect & organize images* export, train, and deploy computer vision models* understand unstructured image data* use active learning to improve your dataset over time22232425==============================American Sign Language Letters - v1 v1
Object Detection
126k images
Object Detection
312 images
cellphone* 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==============================DiscussionFor state of the art Computer Vision training notebooks you can use with this dataset,Movement-undetectedNappingPerson Object - v1 2024-04-30 9:00pmPhubbingReading-a-bookRoboflow is an end-to-end computer vision platform that helps youSittingStandingThis dataset was exported via roboflow.com on April 30, 2024 at 2:00 PM GMTWalking
Object Detection
6.21k images
- collaborate with your team on computer vision projects- understand and search unstructured image data- use active learning to improve your dataset over time==============================Helmet-wLSl are annotated in YOLOv8 Oriented Object Detection format-PPE 2 - v2 2024-08-19 6:41amRoboflow is an end-to-end computer vision platform that helps youThe dataset includes 8725 images-The following pre-processing was applied to each image:visit https:--github-com-roboflow-notebooks