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README.md
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---
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library_name: transformers
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license: mit
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tags:
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- vision
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- image-segmentation
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- instance-segmentation
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- pytorch
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pipeline_tag: image-segmentation
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datasets:
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- coco
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base_model:
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- tue-mps/coco_instance_pmt_large_1280_dinov3
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---
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# PMT-DINOv3 (Large, 1280px) for COCO Instance Segmentation
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<div class="flex flex-wrap space-x-1">
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<img alt="PyTorch" src="https://img.shields.io/badge/PyTorch-DE3412?style=flat&logo=pytorch&logoColor=white">
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<img alt="Transformers" src="https://img.shields.io/badge/Transformers-yellow?style=flat&logo=huggingface&logoColor=white">
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</div>
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## Overview
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This is the **large** variant of the PMT-DINOv3 model trained for **instance segmentation** on COCO at **1280x1280** resolution.
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## Model Details
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| Property | Value |
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|----------|-------|
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| Backbone | DINOv3 ViT-L/16 |
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| Input Resolution | 1280x1280 |
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| Task | Instance Segmentation |
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| Dataset | COCO |
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## Citation
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```bibtex
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@inproceedings{cavagnero2026pmt,
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author = {Cavagnero, Niccolò and Norouzi, Narges and Dubbelman, Gijs and de Geus, Daan},
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title = {PMT: Plain Mask Transformer for Image and Video Segmentation with Frozen Vision Encoders},
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booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)},
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year = {2026},
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}
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```
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## Acknowledgements
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- Original implementation: [tue-mps/pmt](https://github.com/tue-mps/pmt)
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- Paper: [arXiv:2503.19108](https://arxiv.org/abs/2603.25398)
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