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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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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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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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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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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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A Deterministic Nonsmooth Frank Wolfe Algorithm with Coreset Guarantees

Aug 22, 2017
Sathya N. Ravi, Maxwell D. Collins, Vikas Singh


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Spatially Adaptive Computation Time for Residual Networks

Jul 02, 2017
Michael Figurnov, Maxwell D. Collins, Yukun Zhu, Li Zhang, Jonathan Huang, Dmitry Vetrov, Ruslan Salakhutdinov

* CVPR 2017 

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Efficient non-greedy optimization of decision trees

Nov 12, 2015
Mohammad Norouzi, Maxwell D. Collins, Matthew Johnson, David J. Fleet, Pushmeet Kohli

* in NIPS 2015 

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CO2 Forest: Improved Random Forest by Continuous Optimization of Oblique Splits

Jun 24, 2015
Mohammad Norouzi, Maxwell D. Collins, David J. Fleet, Pushmeet Kohli


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Memory Bounded Deep Convolutional Networks

Dec 03, 2014
Maxwell D. Collins, Pushmeet Kohli


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