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Related Objects of Interest: ============================== , * collaborate with your team on computer vision projects , * collect & organize images , roboflow is an end-to-end computer vision platform that helps you , * annotate, and create datasets , * understand and search unstructured image data , * export, train, and deploy computer vision models , * use active learning to improve your dataset over time , for state of the art computer vision training notebooks you can use with this dataset, , the following pre-processing was applied to each image:
Top Data Datasets and Models
The datasets below can be used to train fine-tuned models for data 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 data datasets below.


8487 images
* Auto-orientation of pixel data (with EXIF-orientation stripping)* Equal probability of one of the following 90-degree rotations: none, clockwise, counter-clockwise, upside-down* Grayscale (CRT phosphor)* Resize to 416x416 (Stretch)* Salt and pepper noise was applied to 5 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 time222324252627282930




9967 images
roundabout* 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 youThe dataset includes 6646 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 December 9, 2023 at 12:52 AM GMTTo find over 100k other datasets and pre-trained models, visit https://universe.roboflow.comTrafficsign Detection - v7 2023-12-09 1:50amTrafficsign are annotated in YOLOv8 format.visit https://github.com/roboflow/notebooks


1664 images1 model
object* 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 February 8, 2023 at 3:45 PM GMTroadsegmentation with damages - v1 2022-11-27 11:45am


637 images
applebananaguavamango* annotate, and create datasets* collaborate with your team on computer vision projects* collect & organize images* understand and search unstructured image data==============================Fresh and rotten detection - v2 2023-10-28 3:51amFresh appleRoboflow is an end-to-end computer vision platform that helps youThis dataset was exported via roboflow.com on October 28, 2023 at 10:52 AM GMTfresh bananafresh guavarotten applerotten bananarotten guava


2916 images
* collaborate with your team on computer vision projects* collect & organize images* understand and search unstructured image data==============================Currency Recognition - v4 2023-10-22 1:09pmRoboflow is an end-to-end computer vision platform that helps youThis dataset was exported via roboflow.com on October 22, 2023 at 1:38 PM GMT


200 images
carlinepotholeshoe* 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 time171820212324252627==============================


1040 images
* 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==============================Roboflow is an end-to-end computer vision platform that helps youThis dataset was exported via roboflow.com on November 15, 2022 at 12:07 AM GMTdrug - v4 2022-10-07 1:38pm


266 images
batterycablephoneremoteAC-to-DC-power-adapterApple computer motherboardArduino microcontrollerBlow dry machineCPUCPU-Shredding and SeperationCamera-WEEE RecyclingCellphoneChargerCharger-WEEE RecyclingComputer power supply unitD-Link RouterDVD/TV RemoteDesktop KeyboardDesktop MonitorDesktop-Donation and Refurbishment


680 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 time17181920212223==============================Components-on-PCB are annotated in YOLOv8 format.Final Component Detection Data - v1 Final Component Detection DataFor 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 629 images.


959 images
* Auto-orientation of pixel data (with EXIF-orientation stripping)* 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 time192021222324252627282930




200 images1 model
* 50% probability of horizontal flip* 50% probability of vertical flip* Auto-orientation of pixel data (with EXIF-orientation stripping)* Equal probability of one of the following 90-degree rotations: none, clockwise, counter-clockwise, upside-down* Resize to 600x600 (Fit (white edges))* 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==============================Chocolates are annotated in YOLOv8 format.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 youThe dataset includes 267 images.The following augmentation was applied to create 5 versions of each source image:The following pre-processing was applied to each image:This dataset was exported via roboflow.com on June 4, 2023 at 12:27 PM GMTTo find over 100k other datasets and pre-trained models, visit https://universe.roboflow.com




1289 images
00data-obj-11ata-obj-A014_18Z_T15092_MID_x40_z0_i01j42-jpg1ata-obj-A014_18Z_T15092_MID_x40_z0_i02j06-jpg1ata-obj-A014_18Z_T15092_MID_x40_z0_i03j08-jpg1ata-obj-A014_18Z_T15092_MID_x40_z0_i05j24-jpg1ata-obj-A014_18Z_T15092_MID_x40_z0_i08j29-jpg1ata-obj-A014_18Z_T15092_MID_x40_z0_i10j10-jpg1ata-obj-A014_18Z_T15092_MID_x40_z0_i11j27-jpg1ata-obj-A014_18Z_T15092_MID_x40_z0_i15j07-jpg1ata-obj-A014_18Z_T15092_MID_x40_z0_i15j10-jpg1ata-obj-A014_18Z_T15092_MID_x40_z0_i15j22-jpg1ata-obj-A014_18Z_T15092_MID_x40_z0_i15j43-jpg1ata-obj-A014_18Z_T15092_MID_x40_z0_i16j22-jpg1ata-obj-A014_18Z_T15092_MID_x40_z0_i16j41-jpg1ata-obj-A014_18Z_T15092_MID_x40_z0_i18j08-jpg1ata-obj-A014_18Z_T15092_MID_x40_z0_i18j17-jpg1ata-obj-A014_18Z_T15092_MID_x40_z0_i21j01-jpg1ata-obj-A014_18Z_T15092_MID_x40_z0_i22j12-jpg


444 images
eyeobject* 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==============================CATARACT - v2 2024-01-23 1:43pmFor 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 January 23, 2024 at 10:04 AM GMTcannulavisit https://github.com/roboflow/notebooks


603 images


880 images
* Auto-orientation of pixel data (with EXIF-orientation stripping)* Resize to 416x416 (Stretch)109==============================Ingredientsdataset are annotated in YOLO v5 PyTorch format.It includes 905 images.No image augmentation techniques were applied.The following pre-processing was applied to each image:This dataset was exported via roboflow.ai on May 30, 2021 at 10:39 AM GMTingredients_dataset - v4 ingredients_data_meet_add


840 images
* Auto-orientation of pixel data (with EXIF-orientation stripping)* Resize to 896x896 (Stretch)==============================Fruits and Thumb detection - v5 v5 for yolov4 darknetFruits-and-Thumb are annotated in YOLO v5 PyTorch format.It includes 859 images.The following pre-processing was applied to each image:This dataset was exported via roboflow.ai on April 15, 2022 at 7:08 AM GMT


3400 images1 model
* 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==============================Flower Detection - v2 2022-05-18 4:51pmFor 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 November 22, 2023 at 12:24 PM GMTTo find over 100k other datasets and pre-trained models, visit https://universe.roboflow.comimagesvisit https://github.com/roboflow/notebooks