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

Unrestricted Facial Geometry Reconstruction Using Image-to-Image Translation

Continual Learning of Electronic Health Records (EHR).

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Autonomous racing with the Anki Overdrive

The tl;dr on a few notable transformer/language model papers + other papers (alignment, memorization, etc).

zeus is a Python implementation of the Ensemble Slice Sampling method.

Code in conjunction with the publication 'Contrastive Representation Learning for Hand Shape Estimation'

Meta Representation Transformation for Low-resource Cross-lingual Learning

HuSpaCy: industrial-strength Hungarian natural language processing

Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models (published in ICLR2018)

details on efforts to dump the Watermelon Games Paprium cart

Official and maintained implementation of the paper "OSS-Net: Memory Efficient High Resolution Semantic Segmentation of 3D Medical Data" [BMVC 2021].

Pytorch implementation of the AAAI 2022 paper "Cross-Domain Empirical Risk Minimization for Unbiased Long-tailed Classification"

WSDM‘2022: Knowledge Enhanced Sports Game Summarization

The open-source and free to use Python package miseval was developed to establish a standardized medical image segmentation evaluation procedure

Code repo for "Transformer on a Diet" paper

Official Pytorch implementation for "End2End Occluded Face Recognition by Masking Corrupted Features, TPAMI 2021"

Code accompanying the paper Say As You Wish: Fine-grained Control of Image Caption Generation with Abstract Scene Graphs (Chen et al., CVPR 2020, Oral).

[ICLR'21] FedBN: Federated Learning on Non-IID Features via Local Batch Normalization