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CMT-DeepLab: Clustering Mask Transformers for Panoptic Segmentation



Qihang Yu , Huiyu Wang , Dahun Kim , Siyuan Qiao , Maxwell Collins , Yukun Zhu , Hartwig Adam , Alan Yuille , Liang-Chieh Chen

* CVPR 2022 Oral 

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Waymo Open Dataset: Panoramic Video Panoptic Segmentation



Jieru Mei , Alex Zihao Zhu , Xinchen Yan , Hang Yan , Siyuan Qiao , Yukun Zhu , Liang-Chieh Chen , Henrik Kretzschmar , Dragomir Anguelov

* Our dataset can be found at https://waymo.com/open 

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TubeFormer-DeepLab: Video Mask Transformer



Dahun Kim , Jun Xie , Huiyu Wang , Siyuan Qiao , Qihang Yu , Hong-Seok Kim , Hartwig Adam , In So Kweon , Liang-Chieh Chen

* CVPR 2022 

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DeepLab2: A TensorFlow Library for Deep Labeling



Mark Weber , Huiyu Wang , Siyuan Qiao , Jun Xie , Maxwell D. Collins , Yukun Zhu , Liangzhe Yuan , Dahun Kim , Qihang Yu , Daniel Cremers , Laura Leal-Taixe , Alan L. Yuille , Florian Schroff , Hartwig Adam , Liang-Chieh Chen

* 4-page technical report. The first three authors contributed equally to this work 

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STEP: Segmenting and Tracking Every Pixel



Mark Weber , Jun Xie , Maxwell Collins , Yukun Zhu , Paul Voigtlaender , Hartwig Adam , Bradley Green , Andreas Geiger , Bastian Leibe , Daniel Cremers , Aljosa Osep , Laura Leal-Taixe , Liang-Chieh Chen

* Datasets, metric, and baselines will be made publicly available soon 

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ViP-DeepLab: Learning Visual Perception with Depth-aware Video Panoptic Segmentation



Siyuan Qiao , Yukun Zhu , Hartwig Adam , Alan Yuille , Liang-Chieh Chen

* Video: https://youtu.be/XR4HFiwwao0 GitHub: https://github.com/joe-siyuan-qiao/ViP-DeepLab 

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MaX-DeepLab: End-to-End Panoptic Segmentation with Mask Transformers



Huiyu Wang , Yukun Zhu , Hartwig Adam , Alan Yuille , Liang-Chieh Chen


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Scaling Wide Residual Networks for Panoptic Segmentation



Liang-Chieh Chen , Huiyu Wang , Siyuan Qiao

* 12 pages including reference 

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View-Invariant, Occlusion-Robust Probabilistic Embedding for Human Pose



Ting Liu , Jennifer J. Sun , Long Zhao , Jiaping Zhao , Liangzhe Yuan , Yuxiao Wang , Liang-Chieh Chen , Florian Schroff , Hartwig Adam

* Code is available at https://github.com/google-research/google-research/tree/master/poem . Video synchronization results are available at https://drive.google.com/corp/drive/folders/1nhPuEcX4Lhe6iK3nv84cvSCov2eJ52Xy. arXiv admin note: text overlap with arXiv:1912.01001 

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DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution



Siyuan Qiao , Liang-Chieh Chen , Alan Yuille


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