Mask RCNN vs. YOLOv3 Keras: Compared and Contrasted

Models

Mask RCNN

Mask RCNN is a convolutional neural network for instance segmentation.

YOLOv3 Keras

Though it is no longer the most accurate object detection algorithm, YOLO v3 is still a very good choice when you need real-time detection while maintaining excellent accuracy. Keras implementation.

Learn more about YOLOv3 Keras

Model Type

Instance Segmentation

Object Detection

Model Features

Item 1 Info

Item 2 Info

Architecture

YOLO

Frameworks

PyTorch

Keras

Annotation Format

Instance Segmentation

GitHub

View Repo

GitHub Stars

24k+

7.1k+

License

MIT

Paper

Training Notebook

Deploy Model

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Mask RCNN vs. YOLOv3 Keras

Both

Mask RCNN

and

YOLOv3 Keras

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

Mask RCNN

and

YOLOv3 Keras

	Mask RCNN	YOLOv3 Keras
Date of Release	Oct 23, 2017
Model Type	Instance Segmentation	Object Detection
Architecture		YOLO
GitHub Stars	24000	7100

Mask RCNN

Mask RCNN is a convolutional neural network for instance segmentation.

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

YOLOv3 Keras

Though it is no longer the most accurate object detection algorithm, YOLO v3 is still a very good choice when you need real-time detection while maintaining excellent accuracy. Keras implementation.

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

Learn more about Mask RCNN

Learn more about YOLOv3 Keras