Chaoxiang Ma

Behind Every Domain There is a Shift: Adapting Distortion-aware Vision Transformers for Panoramic Semantic Segmentation

Jul 27, 2022
Jiaming Zhang, Kailun Yang, Hao Shi, Simon Reiß, Kunyu Peng, Chaoxiang Ma, Haodong Fu, Kaiwei Wang, Rainer Stiefelhagen

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* Extended version of CVPR 2022 paper arXiv:2203.01452. Code is available at https://github.com/jamycheung/Trans4PASS

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Bending Reality: Distortion-aware Transformers for Adapting to Panoramic Semantic Segmentation

Mar 17, 2022
Jiaming Zhang, Kailun Yang, Chaoxiang Ma, Simon Reiß, Kunyu Peng, Rainer Stiefelhagen

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* Accepted to CVPR2022. Code will be made publicly available at https://github.com/jamycheung/Trans4PASS

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Transfer beyond the Field of View: Dense Panoramic Semantic Segmentation via Unsupervised Domain Adaptation

Oct 21, 2021
Jiaming Zhang, Chaoxiang Ma, Kailun Yang, Alina Roitberg, Kunyu Peng, Rainer Stiefelhagen

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* Accepted to IEEE Transactions on Intelligent Transportation Systems (IEEE T-ITS). Dataset and code will be made publicly available at https://github.com/chma1024/DensePASS. arXiv admin note: substantial text overlap with arXiv:2108.06383

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DensePASS: Dense Panoramic Semantic Segmentation via Unsupervised Domain Adaptation with Attention-Augmented Context Exchange

Aug 13, 2021
Chaoxiang Ma, Jiaming Zhang, Kailun Yang, Alina Roitberg, Rainer Stiefelhagen

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* Accepted to IEEE ITSC 2021. Dataset and code will be made publicly available at https://github.com/chma1024/DensePASS

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