YOLOv8 Instance Segmentation vs. Faster R-CNN

Both YOLOv8 Instance Segmentation and Faster R-CNN are commonly used in computer vision projects. Below, we compare and contrast YOLOv8 Instance Segmentation and Faster R-CNN.

Models

YOLOv8 Instance Segmentation

The state-of-the-art YOLOv8 model comes with support for instance segmentation tasks.

Faster R-CNN

One of the most accurate object detection algorithms but requires a lot of power at inference time. A good choice if you can do processing asynchronously on a server.

Learn more about Faster R-CNN

Model Type

Instance Segmentation

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Object Detection

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Model Features

Item 1 Info

Item 2 Info

Architecture

YOLO

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Frameworks

PyTorch

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TensorFlow 1.5

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Annotation Format

Instance Segmentation

Instance Segmentation

GitHub

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GitHub Stars

21.1k+

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7.5k+

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License

AGPL-3.0

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MIT

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Paper

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Training Notebook

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Deploy Model

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Deploy with Roboflow

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Deploy with Roboflow

Compare YOLOv8 Instance Segmentation and Faster R-CNN with Autodistill

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YOLOv8 Instance Segmentation vs. Faster R-CNN

YOLOv8 Instance Segmentation vs. Faster R-CNN

.

Both

YOLOv8 Instance Segmentation

and

Faster R-CNN

are commonly used in computer vision projects. Below, we compare and contrast

YOLOv8 Instance Segmentation

and

Faster R-CNN

	YOLOv8 Instance Segmentation	Faster R-CNN
Date of Release	Jan 10, 2023
Model Type	Instance Segmentation	Object Detection
Architecture	YOLO
GitHub Stars	21100	7500

YOLOv8 Instance Segmentation

The state-of-the-art YOLOv8 model comes with support for instance segmentation tasks.

How to Augment How to Label How to Plot Predictions How to Filter Predictions How to Create a Confusion Matrix

Faster R-CNN

One of the most accurate object detection algorithms but requires a lot of power at inference time. A good choice if you can do processing asynchronously on a server.

How to Augment How to Label How to Plot Predictions How to Filter Predictions How to Create a Confusion Matrix

Learn more about Faster R-CNN

Compare YOLOv8 Instance Segmentation to other models

MobileNet V2 Classification

MobileNet SSD v2

Compare Faster R-CNN to other models

YOLOv8 Instance Segmentation

YOLOv7 Instance Segmentation

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