Yuhua Chen

PhD Student, Computer Vision Laboratory
ETH Zurich, Switzerland

yuhua.chen (at) vision.ee.ethz.ch
Tel: +41 44 63 39064
Office: ETF D115
[Google Scholar] [LinkedIn]

I am a PhD student at CVL@ETHZ, advised by Prof. Luc Van Gool. Previously, I received my MSc in EEIT from ETH Zurich in 2015, and BSc in Physics from University of Science and Technology of China (USTC) in 2013.

I am working on deep learning for semantic segmentation and object detection.

Publications

Top Conferences

Domain Adaptive Faster R-CNN for Object Detection in the Wild
Yuhua Chen, Wen Li, Christos Sakaridis, Dengxin Dai, Luc Van Gool
Computer Vision and Pattern Recognition (CVPR), 2018
[pdf] [bib] [code]

@inproceedings{chen2018domain,
title={Domain Adaptive Faster R-CNN for Object Detection in the Wild},
author={Chen, Yuhua and Li, Wen and Sakaridis, Christos and Dai, Dengxin and Van Gool, Luc},
booktitle = {Computer Vision and Pattern Recognition (CVPR)},
year={2018}
}

Blazingly Fast Video Object Segmentation with Pixel-Wise Metric Learning
Yuhua Chen, Jordi Pont-Tuset, Alberto Montes, Luc Van Gool
Computer Vision and Pattern Recognition (CVPR), 2018
[pdf] [bib] [code] [video]

@inproceedings{chen2018blazingly,
title={Blazingly Fast Video Object Segmentation with Pixel-Wise Metric Learning},
author={Chen, Yuhua and Pont-Tuset, Jordi and Montes, Alberto and Van Gool, Luc},
booktitle = {Computer Vision and Pattern Recognition (CVPR)},
year={2018}
}

ROAD: Reality Oriented Adaptation for Semantic Segmentation of Urban Scenes
Yuhua Chen, Wen Li, Luc Van Gool
Computer Vision and Pattern Recognition (CVPR), 2018
[pdf] [bib]

@inproceedings{chen2018road,
title={ROAD: Reality Oriented Adaptation for Semantic Segmentation of Urban Scenes},
author={Chen, Yuhua and Li, Wen and Van Gool, Luc},
booktitle = {Computer Vision and Pattern Recognition (CVPR)},
year={2018}
}

Scale-Aware Alignment of Hierarchical Image Segmentation
Yuhua Chen, Dengxin Dai, Jordi Pont-Tuset, Luc Van Gool
Computer Vision and Pattern Recognition (CVPR), 2016
[pdf] [bib] [code]

@inproceedings{chen2016scale,
title = {Scale-aware alignment of hierarchical image segmentation},
author={Chen, Yuhua and Dai, Dengxin and Pont-Tuset, Jordi and Van Gool, Luc},
booktitle = {Computer Vision and Pattern Recognition (CVPR)},
year={2016}
}

Journals

Video Object Segmentation Without Temporal Information
Kevis-Kokitsi Maninis, Sergi Caelles, Yuhua Chen, Jordi Pont-Tuset, Laura Leal-Taixé, Daniel Cremers, Luc Van Gool
IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2018
[pdf] [bib]

@article{maninis2017video,
title={Video Object Segmentation Without Temporal Information},
author={Maninis, Kevis-Kokitsi and Caelles, Sergi and Chen, Yuhua and Pont-Tuset, Jordi and Leal-Taix{\'e}, Laura and Cremers, Daniel and Van Gool, Luc},
journal={IEEE Transactions on Pattern Analysis and Machine Intelligence(PAMI)},
year={2017}
}

Preprints

The 2018 DAVIS Challenge on Video Object Segmentation
Sergi Caelles, Alberto Montes, Kevis-Kokitsi Maninis, Yuhua Chen, Luc Van Gool, Federico Perazzi, Jordi Pont-Tuset
arXiv:1803.00557, 2018
[pdf] [bib]

@article{pont2018davis,
title={The 2018 davis challenge on video object segmentation},
author={Pont-Tuset, Jordi and Caelles, Sergi and Perazzi, Federico and Montes, Alberto and Maninis, Kevis-Kokitsi and Chen, Yuhua and Van Gool, Luc},
journal={arXiv:1803.00557},
year={2018}
}

Semantically-Guided Video Object Segmentation
Sergi Caelles*, Yuhua Chen*, Jordi Pont-Tuset, Luc Van Gool (* indicates equal contribution)
arXiv:1704.01926, 2017
[pdf] [bib]

@article{caelles2017semantically,
title={Semantically-Guided Video Object Segmentation},
author={Caelles, Sergi and Chen, Yuhua and Pont-Tuset, Jordi and Van Gool, Luc},
journal={arXiv:1704.01926},
year={2017}
}

Other

Is Image Super-resolution Helpful for Other Vision Tasks?
Dengxin Dai, Yujian Wang, Yuhua Chen, Luc Van Gool
Winter Conference on Applications of Computer Vision (WACV), 2016
[pdf] [bib]

@inproceedings{dai2016image,
title={Is image super-resolution helpful for other vision tasks?},
author={Dai, Dengxin and Wang, Yujian and Chen, Yuhua and Van Gool, Luc},
booktitle={Winter Conference on Applications of Computer Vision (WACV)},
year={2016}
}

Learning to Rank Bag-of-Word Histograms for Large-scale Object Retrieval
Danfeng Qin, Yuhua Chen, Matthieu Guillaumin, Luc Van Gool
British Machine Vision Conference (BMVC), 2014
[pdf] [bib]

@inproceedings{qin2014learning,
title={Learning to rank bag-of-word histograms for large-scale object retrieval},
author={Qin, Danfeng and Chen, Yuhua and Guillaumin, Matthieu and Van Gool, Luc},
booktitle={British Machine Vision Conference (BMVC)},
year={2014}
}

Teaching

2017 Fall, Computer Vision and Image Analysis, ETH Zurich, Teaching Assistant
2016 Fall, Computer Vision and Image Analysis, ETH Zurich, Teaching Assistant
2015 Fall, Computer Vision, ETH Zurich, Teaching Assistant

Professional Service

Conference Reviewer: CVPR, NIPS
Journal Reviewer: PAMI, IJCV, TIP, IEEE Transactions on Cybernetics, IEEE Access
Workshop Co-organizer: DAVIS 2018