Mask RCNN is a convolutional neural network for instance segmentation.
Here is an overview of the
model:
Instance segmentation extends object detection by predicting the shape of detected objects in addition to localizing them. Detectron2 is a machine learning library developed by Facebook on top of PyTorch to simplify the training of common machine learning architectures like Mask RCNN.
Mask RCNN is a convolutional neural network for instance segmentation. Our tutorial shows how to train it on a custom dataset.
YOLOv8 is here, setting a new standard for performance in object detection and image segmentation tasks. Roboflow has developed a library of resources to help you get started with YOLOv8, covering guides on how to train YOLOv8, how the model stacks up against v5 and v7, and more.
YOLOv8 is here, setting a new standard for performance in object detection and image segmentation tasks. Roboflow has developed a library of resources to help you get started with YOLOv8, covering guides on how to train YOLOv8, how the model stacks up against v5 and v7, and more.
YOLOv8 is here, setting a new standard for performance in object detection and image segmentation tasks. Roboflow has developed a library of resources to help you get started with YOLOv8, covering guides on how to train YOLOv8, how the model stacks up against v5 and v7, and more.
YOLOv8 is here, setting a new standard for performance in object detection and image segmentation tasks. Roboflow has developed a library of resources to help you get started with YOLOv8, covering guides on how to train YOLOv8, how the model stacks up against v5 and v7, and more.
Roboflow offers a range of SDKs with which you can deploy your model to production.
Mask RCNN
uses the
uses the
COCO JSON
annotation format. If your annotation is in a different format, you can use Roboflow's annotation conversion tools to get your data into the right format.
You can automatically label a dataset using
Mask RCNN
with help from Autodistill, an open source package for training computer vision models. You can label a folder of images automatically with only a few lines of code. Below, see our tutorials that demonstrate how to use
Mask RCNN
to train a computer vision model.
Curious about how this model compares to others? Check out our model comparisons.
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