UVO_Challenge

Team Alpes_runner Solutions

This is an official repo for our UVO Challenge solutions for Image/Video-based open-world segmentation. Our team "Alpes_runner" achieved the best performance on both Image/Video-based benchmarks. More details about the workshop can be found here.

Technical Reports

For Track 1: paper
For Track 2: paper

Models

Detection

Model	Pretrained datasets	Finetuned datasets	links
UVO_Detector	COCO	-	config/weights
UVO_Detector	COCO	UVO	config/weights

Segmentation

Model	Pretrained datasets	Finetuned datasets	links
UVO_Segementor	COCO	-	weights
UVO_Segmentor	COCO, PASCAL, OpenImage	-	config/weights
UVO_Segmentor	COCO, PASCAL, OpenImage	UVO	config/weights

Citation

If you find this project useful in your research, please consider cite:

@article{du20211st,
  title={1st Place Solution for the UVO Challenge on Image-based Open-World Segmentation 2021},
  author={Du, Yuming and Guo, Wen and Xiao, Yang and Lepetit, Vincent},
  journal={arXiv preprint arXiv:2110.10239},
  year={2021}
}

@article{du20211st,
  title={1st Place Solution for the UVO Challenge on Video-based Open-World Segmentation 2021},
  author={Du, Yuming and Guo, Wen and Xiao, Yang and Lepetit, Vincent},
  journal={arXiv preprint arXiv:2110.11661},
  year={2021}
}

Contact

Feel free to contact me or open a new issue if you have any questions.

Video-based open-world segmentation

Related tags

Overview

UVO_Challenge

Team Alpes_runner Solutions

Technical Reports

Models

Citation

Contact

Owner

Yuming Du

Fake News Detection Using Machine Learning Methods

Efficient Two-Step Networks for Temporal Action Segmentation (Neurocomputing 2021)

Codes accompanying the paper "Learning Nearly Decomposable Value Functions with Communication Minimization" (ICLR 2020)

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Code for reproducing our analysis in the paper titled: Image Cropping on Twitter: Fairness Metrics, their Limitations, and the Importance of Representation, Design, and Agency

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MonoScene: Monocular 3D Semantic Scene Completion

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Tightness-aware Evaluation Protocol for Scene Text Detection

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Implementation of CVPR'2022:Reconstructing Surfaces for Sparse Point Clouds with On-Surface Priors