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

Adversarial-Information-Bottleneck - Distilling Robust and Non-Robust Features in Adversarial Examples by Information Bottleneck (NeurIPS21)

CNN Based Meta-Learning for Noisy Image Classification and Template Matching

Official Implementation for Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation

CenterFace(size of 7.3MB) is a practical anchor-free face detection and alignment method for edge devices.

Over9000 optimizer

This is a Keras implementation of a CNN for estimating age, gender and mask from a camera.

Official Pytorch implementation for video neural representation (NeRV)

Codebase for "Revisiting spatio-temporal layouts for compositional action recognition" (Oral at BMVC 2021).

Software associated to AAAI paper "Planning with Biological Neurons and Synapses"

Certified Patch Robustness via Smoothed Vision Transformers

Behind the Curtain: Learning Occluded Shapes for 3D Object Detection

Python framework for Stochastic Differential Equations modeling

Chainer Implementation of Fully Convolutional Networks. (Training code to reproduce the original result is available.)

Implementation of "A MLP-like Architecture for Dense Prediction"

CvT2DistilGPT2 is an encoder-to-decoder model that was developed for chest X-ray report generation.

[ICLR2021] Unlearnable Examples: Making Personal Data Unexploitable

Benchmarks for semi-supervised domain generalization.

Federated learning on graph, especially on graph neural networks (GNNs), knowledge graph, and private GNN.

The code for two papers: Feedback Transformer and Expire-Span.

An all-in-one application to visualize multiple different local path planning algorithms