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DeepLab2: A TensorFlow Library for Deep Labeling


Jun 17, 2021
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


Feb 23, 2021
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


Dec 09, 2020
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


Dec 01, 2020
Huiyu Wang, Yukun Zhu, Hartwig Adam, Alan Yuille, Liang-Chieh Chen


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Scaling Wide Residual Networks for Panoptic Segmentation


Nov 23, 2020
Liang-Chieh Chen, Huiyu Wang, Siyuan Qiao

* 12 pages including reference 

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


Oct 23, 2020
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


Jun 03, 2020
Siyuan Qiao, Liang-Chieh Chen, Alan Yuille


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Leveraging Semi-Supervised Learning in Video Sequences for Urban Scene Segmentation


May 22, 2020
Liang-Chieh Chen, Raphael Gontijo Lopes, Bowen Cheng, Maxwell D. Collins, Ekin D. Cubuk, Barret Zoph, Hartwig Adam, Jonathon Shlens

* 21 pages including reference 

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Axial-DeepLab: Stand-Alone Axial-Attention for Panoptic Segmentation


Mar 17, 2020
Huiyu Wang, Yukun Zhu, Bradley Green, Hartwig Adam, Alan Yuille, Liang-Chieh Chen


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Panoptic-DeepLab: A Simple, Strong, and Fast Baseline for Bottom-Up Panoptic Segmentation


Dec 06, 2019
Bowen Cheng, Maxwell D. Collins, Yukun Zhu, Ting Liu, Thomas S. Huang, Hartwig Adam, Liang-Chieh Chen

* 16-page detailed technical report of arXiv:1910.04751 

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View-Invariant Probabilistic Embedding for Human Pose


Dec 02, 2019
Jennifer J. Sun, Jiaping Zhao, Liang-Chieh Chen, Florian Schroff, Hartwig Adam, Ting Liu


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SegSort: Segmentation by Discriminative Sorting of Segments


Oct 30, 2019
Jyh-Jing Hwang, Stella X. Yu, Jianbo Shi, Maxwell D. Collins, Tien-Ju Yang, Xiao Zhang, Liang-Chieh Chen

* In ICCV 2019. Webpage & Code: https://jyhjinghwang.github.io/projects/segsort.html 

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Panoptic-DeepLab


Oct 24, 2019
Bowen Cheng, Maxwell D. Collins, Yukun Zhu, Ting Liu, Thomas S. Huang, Hartwig Adam, Liang-Chieh Chen

* This work is presented at ICCV 2019 Joint COCO and Mapillary Recognition Challenge Workshop 

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SPGNet: Semantic Prediction Guidance for Scene Parsing


Aug 26, 2019
Bowen Cheng, Liang-Chieh Chen, Yunchao Wei, Yukun Zhu, Zilong Huang, Jinjun Xiong, Thomas Huang, Wen-Mei Hwu, Honghui Shi

* ICCV 2019 

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Searching for MobileNetV3


May 14, 2019
Andrew Howard, Mark Sandler, Grace Chu, Liang-Chieh Chen, Bo Chen, Mingxing Tan, Weijun Wang, Yukun Zhu, Ruoming Pang, Vijay Vasudevan, Quoc V. Le, Hartwig Adam


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FEELVOS: Fast End-to-End Embedding Learning for Video Object Segmentation


Apr 08, 2019
Paul Voigtlaender, Yuning Chai, Florian Schroff, Hartwig Adam, Bastian Leibe, Liang-Chieh Chen

* IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2019 
* CVPR 2019 camera-ready version 

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DeeperLab: Single-Shot Image Parser


Mar 12, 2019
Tien-Ju Yang, Maxwell D. Collins, Yukun Zhu, Jyh-Jing Hwang, Ting Liu, Xiao Zhang, Vivienne Sze, George Papandreou, Liang-Chieh Chen

* 20 pages. The code of the proposed Parsing Covering metric is available at http://deeperlab.mit.edu 

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Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image Segmentation


Jan 10, 2019
Chenxi Liu, Liang-Chieh Chen, Florian Schroff, Hartwig Adam, Wei Hua, Alan Yuille, Li Fei-Fei


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Searching for Efficient Multi-Scale Architectures for Dense Image Prediction


Sep 11, 2018
Liang-Chieh Chen, Maxwell D. Collins, Yukun Zhu, George Papandreou, Barret Zoph, Florian Schroff, Hartwig Adam, Jonathon Shlens

* Accepted by NIPS 2018 

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Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation


Aug 22, 2018
Liang-Chieh Chen, Yukun Zhu, George Papandreou, Florian Schroff, Hartwig Adam

* ECCV 2018 camera ready 

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MobileNetV2: Inverted Residuals and Linear Bottlenecks


Apr 02, 2018
Mark Sandler, Andrew Howard, Menglong Zhu, Andrey Zhmoginov, Liang-Chieh Chen


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PersonLab: Person Pose Estimation and Instance Segmentation with a Bottom-Up, Part-Based, Geometric Embedding Model


Mar 22, 2018
George Papandreou, Tyler Zhu, Liang-Chieh Chen, Spyros Gidaris, Jonathan Tompson, Kevin Murphy

* Person detection and pose estimation, segmentation and grouping 

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MaskLab: Instance Segmentation by Refining Object Detection with Semantic and Direction Features


Dec 13, 2017
Liang-Chieh Chen, Alexander Hermans, George Papandreou, Florian Schroff, Peng Wang, Hartwig Adam

* 10 pages including reference 

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Rethinking Atrous Convolution for Semantic Image Segmentation


Dec 05, 2017
Liang-Chieh Chen, George Papandreou, Florian Schroff, Hartwig Adam

* Add more experimental results 

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The Devil is in the Decoder


Aug 12, 2017
Zbigniew Wojna, Vittorio Ferrari, Sergio Guadarrama, Nathan Silberman, Liang-Chieh Chen, Alireza Fathi, Jasper Uijlings


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