Try the Model

Use the widget below to experiment with Mask RCNN. You can detect COCO classes such as people, vehicles, animals, household items.

Overview

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.

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Mask RCNN License

Mask RCNN

is licensed under a

MIT

license.

Performance

Deploy a Mask RCNN API

You can use Roboflow Inference to deploy a

Mask RCNN

API on your hardware. You can deploy the model on CPU (i.e. Raspberry Pi, AI PCs) and GPU devices (i.e. NVIDIA Jetson, NVIDIA T4).

Below are instructions on how to deploy your own model API.

Label Data Automatically with Mask RCNN

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.

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