Yolov7 Instance With 3 Classes

## Overview

Yolov7 Instance With 3 Classes is a dataset for instance segmentation tasks - it contains Slab Cracks Nozzle annotations for 1,505 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).

Yolo V7 Metal Defect Instance

## Overview

Yolo V7 Metal Defect Instance is a dataset for instance segmentation tasks - it contains Metal Defect annotations for 671 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).

Yolov7 Seg Test

## Overview

Yolov7 Seg Test is a dataset for instance segmentation tasks - it contains Person 07zm annotations for 338 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).

Accurate detection of non-alcoholic fatty liver disease (NAFLD) through biopsies is challenging. Manual detection of the disease is not only prone to human error but is also time-consuming. Using artificial intelligence and deep learning, we have successfully demonstrated the issues of the manual detection of liver diseases with a high degree of precision. This article uses various neural network-based techniques to assess non-alcoholic fatty liver disease. In this investigation, more than five thousand biopsy images were employed alongside the latest versions of the algorithms. To detect prominent characteristics in the liver from a collection of Biopsy pictures, we employed the YOLOv3, Faster R-CNN, YOLOv4, YOLOv5, YOLOv6, YOLOv7, YOLOv8, and SSD models. A highlighting point of this paper is comparing the state-of-the-art Instance Segmentation models, including Mask R-CNN, U-Net, YOLOv5 Instance Segmentation, YOLOv7 Instance Segmentation, and YOLOv8 Instance Segmentation. The extent of severity of NAFLD and non-alcoholic steatohepatitis was examined for liver cell ballooning, steatosis, lobular, and periportal inflammation, and fibrosis. Metrics used to evaluate the algorithms' effectiveness include accuracy, precision, specificity, and recall. Improved metrics are achieved by optimizing the hyperparameters of the associated models. Additionally, the liver is scored in order to analyse the information gleaned from biopsy images. Statistical analyses are performed to establish the statistical relevance in evaluating the score for different zones.

Compaction Detection

## Overview

Compaction Detection is a dataset for instance segmentation tasks - it contains Compaction annotations for 9,720 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).

Yolov7 Seg5

## Overview

Yolov7 Seg5 is a dataset for instance segmentation tasks - it contains Microalgae annotations for 201 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).

Yolov7 Seg3

## Overview

Yolov7 Seg3 is a dataset for instance segmentation tasks - it contains 1 annotations for 1,397 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).

Yolov7 Seg2

## Overview

Yolov7 Seg2 is a dataset for instance segmentation tasks - it contains Microalgae annotations for 775 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).

Yolov7 Seg4

## Overview

Yolov7 Seg4 is a dataset for instance segmentation tasks - it contains Microalgae annotations for 201 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).

BD Step2 V1_3 Valid

## Overview

BD Step2 V1_3 Valid is a dataset for instance segmentation tasks - it contains Coal Rock annotations for 215 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).

Convert COCO JSON To Yolov7 TXT

## Overview

Convert COCO JSON To Yolov7 TXT is a dataset for instance segmentation tasks - it contains Bone Fracture annotations for 3,998 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).

Step2 V1_2 Sand Illu 6 Beixinyao

## Overview

Step2 V1_2 Sand Illu 6 Beixinyao is a dataset for instance segmentation tasks - it contains Coal Rock annotations for 625 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).

Step2 V1_3 Md Ill 6 Train

## Overview

Step2 V1_3 Md Ill 6 Train is a dataset for instance segmentation tasks - it contains Coal Rock annotations for 355 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).

BD Step2 V1_3 Train

## Overview

BD Step2 V1_3 Train is a dataset for instance segmentation tasks - it contains Coal Rock annotations for 755 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).

Cm_54

## Overview

Cm_54 is a dataset for instance segmentation tasks - it contains Cm_54 annotations for 3,137 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).

1115 Dataset

## Overview

1115 Dataset is a dataset for instance segmentation tasks - it contains 1 annotations for 2,051 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).

Wrd

## Overview

Wrd is a dataset for instance segmentation tasks - it contains Wrd annotations for 256 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).

Step2 V1_2 Mud Illu 3 Beixinyao

## Overview

Step2 V1_2 Mud Illu 3 Beixinyao is a dataset for instance segmentation tasks - it contains Coal Rock annotations for 505 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).

Step2 V1_2 Sand Illu 2 Beixinyao

## Overview

Step2 V1_2 Sand Illu 2 Beixinyao is a dataset for instance segmentation tasks - it contains Coal Rock annotations for 625 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).

Remote Sensing Deforestation Ds

## Overview

Remote Sensing Deforestation Ds is a dataset for instance segmentation tasks - it contains Tree annotations for 961 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).