Auto Labeling

## Overview

Auto Labeling is a dataset for object detection tasks - it contains Players Ball Referee annotations for 375 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

Auto Label

## Overview

Auto Label is a dataset for instance segmentation tasks - it contains Buildings 4jY2 annotations for 7,839 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [MIT license](https://creativecommons.org/licenses/MIT).

Auto Label Test

## Overview

Auto Label Test is a dataset for object detection tasks - it contains Bus annotations for 1,000 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

Auto Labelling

## Overview

Auto Labelling is a dataset for object detection tasks - it contains Pixel Red Blue annotations for 4,259 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

Sign Dectection Auto Label Test

## Overview

Sign Dectection Auto Label Test is a dataset for object detection tasks - it contains Objects annotations for 739 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

Auto Label 3 Night

## Overview

Auto Label 3 Night is a dataset for object detection tasks - it contains Sedan_Car Mjgb annotations for 1,472 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

Automated Label

## Overview

Automated Label is a dataset for object detection tasks - it contains PPE TDpl annotations for 780 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

Auto Generated Harz17 Labels

## Overview

Auto Generated Harz17 Labels is a dataset for instance segmentation tasks - it contains Auto Generated Harz17 Labels annotations for 200 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [MIT license](https://creativecommons.org/licenses/MIT).

Auto_label

## Overview

Auto_label is a dataset for object detection tasks - it contains Test annotations for 3,225 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [Public Domain license](https://creativecommons.org/licenses/Public Domain).

Auto_label

## Overview

Auto_label is a dataset for instance segmentation tasks - it contains Eye Spot annotations for 481 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

Transportation 10 Conf 50

## Overview

Transportation 10 Conf 50 is a dataset for object detection tasks - it contains Truck Motorcycle Bus Car 06sR annotations for 4,663 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

Transportation 10 CONF 80

## Overview

Transportation 10 CONF 80 is a dataset for object detection tasks - it contains Truck Motorcycle Bus Car 9GFa annotations for 4,349 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

Vehicle Part Labeling 2

## Overview

Vehicle Part Labeling 2 is a dataset for instance segmentation tasks - it contains Vehicle Part Faoc annotations for 204 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

Labeling

## Overview

Labeling is a dataset for object detection tasks - it contains Person Car Pet Vehicle annotations for 477 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [MIT license](https://creativecommons.org/licenses/MIT).

210 BTW

## Overview

210 BTW is a dataset for object detection tasks - it contains 2 annotations for 693 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

SnapSports

## Overview

SnapSports is a dataset for object detection tasks - it contains 4 annotations for 516 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

Transportation 50

## Overview

Transportation 50 is a dataset for object detection tasks - it contains Truck Motorcycle Bus Car annotations for 942 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

Here are a few use cases for this project:

1. Quality Control in Manufacturing: The "labeling" computer vision model can be employed in the manufacturing industry to identify and separate different classes of needles, such as unbroken, broken, ubroken, [, and ` in needle production lines. By examining close-up images of machines producing needles, the model can detect any anomalies and ensure product quality.

2. Needle Disposal Management: This model can be used in healthcare facilities or public spaces with needle disposal containers for safely categorizing and managing the disposal of various types of needles. By identifying the needle class, the model facilitates safe sorting and disposal, mitigating the risk of needlestick injuries and infections.

3. Textile Industry Automation: The "labeling" model can be integrated into sewing machines, knitting machines, or embroidery machines to detect broken, unbroken, or other needle classes. This would enable the machines to automatically identify needle damage and signal the need for maintenance or needle replacement, improving the efficiency of textile production processes.

4. Art Restoration and Analysis: The model can be used in art restoration processes, where needlework or embroidery from vintage or historical artifacts requires analysis or repair. Identifying broken needles and other needle categories can help restorers and art historians better understand the original craftsmanship, techniques, and materials used.

5. Educational Applications: The "labeling" computer vision model can be employed in educational settings where students or apprentices are learning the art of sewing, knitting, or other forms of needlework. By examining images of needles, students can understand the differences between various classes and recognize the signs of wear, breakage, or potential issues that may arise during use.

New Labelling Vehicle

## Overview

New Labelling Vehicle is a dataset for object detection tasks - it contains Class Vehicle annotations for 1,104 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

Hot Shot

## Overview

Hot Shot is a dataset for object detection tasks - it contains 4 annotations for 993 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).