https://github.com/cj-mills/icevision-mask-rcnn-tutorial

Train a Mask R-CNN model on a custom dataset using the IceVision library and perform inference with ONNX Runtime.
https://github.com/cj-mills/icevision-mask-rcnn-tutorial

icevision instance-segmentation mask-rcnn object-detection tutorial

Last synced: about 1 year ago
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Train a Mask R-CNN model on a custom dataset using the IceVision library and perform inference with ONNX Runtime.

• Host: GitHub
• URL: https://github.com/cj-mills/icevision-mask-rcnn-tutorial
• Owner: cj-mills
• License: mit
• Archived: true
• Created: 2022-12-01T18:33:16.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2022-12-10T20:22:17.000Z (over 3 years ago)
• Last Synced: 2025-05-02T06:55:40.704Z (about 1 year ago)
• Topics: icevision, instance-segmentation, mask-rcnn, object-detection, tutorial
• Language: Jupyter Notebook
• Homepage: https://christianjmills.com/posts/icevision-mask-rcnn-tutorial/part-1/
• Size: 31.5 MB
• Stars: 1
• Watchers: 1
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# IceVision Mask R-CNN Tutorial

## Tutorial Links

* [Part 1](https://christianjmills.com/posts/icevision-mask-rcnn-tutorial/part-1/): Train a [Mask R-CNN](https://arxiv.org/abs/1703.06870) model on a custom dataset using the [IceVision](https://airctic.com/0.11.0/) library and perform inference with [ONNX Runtime](https://onnxruntime.ai/).

## Training Code

| Jupyter Notebook                                             | Colab                                                        |         Kaggle         |

| ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ |

| [GitHub Repository](https://github.com/cj-mills/icevision-mask-rcnn-tutorial/blob/main/notebooks/Icevision_Mask_RCNN_Student_ID.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/cj-mills/icevision-mask-rcnn-tutorial/blob/main/notebooks/Icevision_Mask_RCNN_Student_ID_Colab.ipynb) | [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/cj-mills/icevision-mask-rcnn-tutorial/blob/main/notebooks/Icevision_Mask_RCNN_Student_ID_Kaggle.ipynb) |