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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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2.5D Visual Relationship Detection


Apr 26, 2021
Yu-Chuan Su, Soravit Changpinyo, Xiangning Chen, Sathish Thoppay, Cho-Jui Hsieh, Lior Shapira, Radu Soricut, Hartwig Adam, Matthew Brown, Ming-Hsuan Yang, Boqing Gong


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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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Learning View-Disentangled Human Pose Representation by Contrastive Cross-View Mutual Information Maximization


Dec 02, 2020
Long Zhao, Yuxiao Wang, Jiaping Zhao, Liangzhe Yuan, Jennifer J. Sun, Florian Schroff, Hartwig Adam, Xi Peng, Dimitris Metaxas, Ting Liu


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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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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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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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Fashionpedia: Ontology, Segmentation, and an Attribute Localization Dataset


Apr 26, 2020
Menglin Jia, Mengyun Shi, Mikhail Sirotenko, Yin Cui, Claire Cardie, Bharath Hariharan, Hartwig Adam, Serge Belongie


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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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EEV Dataset: Predicting Expressions Evoked by Diverse Videos


Jan 15, 2020
Jennifer J. Sun, Ting Liu, Alan S. Cowen, Florian Schroff, Hartwig Adam, Gautam Prasad


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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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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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The iMaterialist Fashion Attribute Dataset


Jun 14, 2019
Sheng Guo, Weilin Huang, Xiao Zhang, Prasanna Srikhanta, Yin Cui, Yuan Li, Matthew R. Scott, Hartwig Adam, Serge Belongie


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Geo-Aware Networks for Fine Grained Recognition


Jun 04, 2019
Grace Chu, Brian Potetz, Weijun Wang, Andrew Howard, Yang Song, Fernando Brucher, Thomas Leung, Hartwig Adam


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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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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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NetAdapt: Platform-Aware Neural Network Adaptation for Mobile Applications


Sep 28, 2018
Tien-Ju Yang, Andrew Howard, Bo Chen, Xiao Zhang, Alec Go, Mark Sandler, Vivienne Sze, Hartwig Adam

* Accepted by ECCV 2018 

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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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InclusiveFaceNet: Improving Face Attribute Detection with Race and Gender Diversity


Jul 17, 2018
Hee Jung Ryu, Hartwig Adam, Margaret Mitchell

* Presented as a talk at the 2018 Workshop on Fairness, Accountability, and Transparency in Machine Learning (FAT/ML 2018) 

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The iNaturalist Species Classification and Detection Dataset


Apr 10, 2018
Grant Van Horn, Oisin Mac Aodha, Yang Song, Yin Cui, Chen Sun, Alex Shepard, Hartwig Adam, Pietro Perona, Serge Belongie

* CVPR 2018 

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Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference


Dec 15, 2017
Benoit Jacob, Skirmantas Kligys, Bo Chen, Menglong Zhu, Matthew Tang, Andrew Howard, Hartwig Adam, Dmitry Kalenichenko

* 14 pages, 12 figures 

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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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