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
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
Instance Segmentation
8.21k images
- Auto-orientation of pixel data (with EXIF-orientation stripping)- 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 time192021222324==============================No image augmentation techniques were applied-Objects are annotated in YOLOv8 format-Roboflow is an end-to-end computer vision platform that helps youThe dataset includes 8352 images-The following pre-processing was applied to each image:final dataset - v5 2026-02-19 12:29amvisit 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
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
Instance Segmentation
206 images
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
8.02k 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
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
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
1.45k images
cardboardmetalpaperplastic* 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==============================For state of the art Computer Vision training notebooks you can use with this dataset,PCB_component_detection - v1 2024-04-14 11:37amPcb-tChf are annotated in YOLOv8 format.Roboflow is an end-to-end computer vision platform that helps youThe dataset includes 12736 images.The following pre-processing was applied to each image:This dataset was exported via roboflow
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
6.47k images
- Auto-contrast via histogram equalization- Random exposure adjustment of between -8 and +8 percent- Random shear of between -10° to +10° horizontally and -10° to +10° 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 time21222324252627282930==============================MDP - v2 2025-02-02 11:26pmMDP-1-31 are annotated in YOLOv11 format-
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
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
206 images·1 model
Object Detection
2.89k 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
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
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
8.09k 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
767 images
- Auto-orientation of pixel data (with EXIF-orientation stripping)- Resize to 512x512 (Stretch)- collaborate with your team on computer vision projects- understand and search unstructured image data- use active learning to improve your dataset over time19==============================ML - v2 2026-01-17 1:46pmNo image augmentation techniques were applied-Objects are annotated in YOLOv8 format-Roboflow is an end-to-end computer vision platform that helps youThe dataset includes 769 images-The following pre-processing was applied to each image:visit https:--github-com-roboflow-notebooks
Instance Segmentation
2.81k images
- Auto-orientation of pixel data (with EXIF-orientation stripping)- Random brigthness adjustment of between -15 and +15 percent- Randomly crop between 0 and 20 percent of the image- Resize to 640x640 (Stretch)- Salt and pepper noise was applied to 0-1 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 time100101102103104105106107108109110111
Object Detection
2.78k images
Classification
2.78k images·1 model
Object Detection
126k images
Object Detection
697 images
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
680 images·3
* 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 youThis dataset was exported via roboflow.com on March 13, 2023 at 4:09 AM GMTmechasip - v1 2023-03-13 11:55amvisit https://github.com/roboflow/notebooks
Object Detection
projact_f_w
by a
1.18k images
Object Detection
7.1k 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==============================For state of the art Computer Vision training notebooks you can use with this dataset,QR-codes - v1 2023-09-29 10:30amRoboflow is an end-to-end computer vision platform that helps youThis dataset was exported via roboflow.com on May 18, 2024 at 3:46 AM GMTvisit 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
1.24k images
- Auto-contrast via adaptive equalization- Auto-orientation of pixel data (with EXIF-orientation stripping)- Grayscale (CRT phosphor)- Random Gaussian blur of between 0 and 1 pixels- Randomly crop between 0 and 20 percent of the image- Resize to 640x640 (Stretch)- 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 time262728==============================A-b-c are annotated in YOLOv11 format-Innovate grind - v7 2025-03-23 2:02pmRoboflow is an end-to-end computer vision platform that helps youThe dataset includes 1240 images-The following augmentation was applied to create 3 versions of each source image:The following pre-processing was applied to each image:
