Publications
Google Scholar
DBLP
2020
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Liang-Chieh Chen, Raphael Gontijo Lopes, Bowen Cheng, Maxwell D. Collins, Ekin D. Cubuk, Barret Zoph, Hartwig Adam, Jonathon Shlens.
Naive-Student: Leveraging Semi-Supervised Learning in Video Sequences for Urban Scene Segmentation,
Proceedings of European Conference on Computer Vision (ECCV),
August 2020.
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Bowen Cheng, Maxwell D. Collins, Yukun Zhu, Ting Liu, Thomas S. Huang, Hartwig Adam, Liang-Chieh Chen.
Panoptic-DeepLab: A Simple, Strong, and Fast Baseline for Bottom-Up Panoptic Segmentation,
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR),
June 2020.
2019
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Jyh-Jing Hwang, Stella X. Yu, Jianbo Shi, Maxwell D. Collins, Tien-Ju Yang, Xiao Zhang, Liang-Chieh Chen.
SegSort: Segmentation by Discriminative Sorting of Segments,
Proceedings of the IEEE International Conference on Computer Vision (ICCV),
October 2019.
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Sathya N. Ravi, Maxwell D. Collins, Vikas Singh.
A deterministic nonsmooth frank wolfe algorithm with coreset guarantees,
INFORMS Journal on Optimization 1(2),
May 2019.
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Tien-Ju Yang, Maxwell D. Collins, Yukun Zhu, Jyh-Jing Hwang, Ting Liu, Xiao Zhang, Vivienne Sze, George Papandreou, Liang-Chieh Chen.
DeeperLab: Single-Shot Image Parser,
arXiv,
February 2019.
2018
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Liang-Chieh Chen, Maxwell Collins, Yukun Zhu, George Papandreou, Barret Zoph, Florian Schroff, Hartwig Adam, Jon Shlens.
Searching for Efficient Multi-Scale Architectures for Dense Image Prediction,
Advances in neural information processing systems (NeurIPS),
December 2018.
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Seong Jae Hwang, Sathya N. Ravi, Zirui Tao, Hyunwoo J. Kim, Maxwell D. Collins, Vikas Singh.
Tensorize, Factorize and Regularize: Robust Visual Relationship Learning,
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR),
June 2018.
2017
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Michael Figurnov, Maxwell D. Collins, Yukun Zhu, Li Zhang, Jonathan Huang, Dmitry Vetrov, Ruslan Salakhutdinov.
Spatially Adaptive Computation Time for Residual Networks,
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR),
July 2017.
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Subarna Tripathi, Maxwell Collins, Matthew Brown, Serge Belongie.
Pose2Instance: Harnessing Keypoints for Person Instance Segmentation,
arXiv,
April 2017.
2016
2015
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Mohammad Norouzi, Maxwell D. Collins, Matthew A. Johnson, David J. Fleet, Pushmeet Kohli.
Efficient non-greedy optimization of decision trees,
Advances in neural information processing systems (NIPS),
December 2015.
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Mohammad Norouzi, Maxwell D. Collins, David J. Fleet, Pushmeet Kohli.
CO2 forest: Improved random forest by continuous optimization of oblique splits,
arXiv,
June 2014.
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Seong Jae Hwang, Maxwell D. Collins, Sathya N. Ravi, Vamsi K. Ithapu, Nagesh Adluru, Sterling C. Johnson, Vikas Singh.
A projection free method for generalized eigenvalue problem with a nonsmooth regularizer,
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR),
June 2015.
2014
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Maxwell D. Collins, Pushmeet Kohli. Memory Bounded Deep Convolutional Networks,
arXiv,
December 2014.
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Maxwell D. Collins, Ji Liu, Jia Xu, Lopamudra Mukherjee, Vikas Singh.
Spectral Clustering with a Convex Regularizer on Millions of Images,
Proceedings of European Conference on Computer Vision (ECCV),
September 2014.
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Hyunwoo Kim, Nagesh Adluru, Maxwell Collins, Moo Chung, Barbara Bendlin, Sterling Johnson, Richard Davidson, Vikas Singh.
Multivariate General Linear Models (MGLM) on Riemannian Manifolds with Applications to Statistical Analysis of Diffusion Weighted Images,
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR),
June 2014.
2013
2012
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Lopamudra Mukherjee, Vikas Singh, Jia Xu, Maxwell D. Collins,
Analyzing the Subspace Structure of
Related Images: Concurrent Segmentation of Image Sets,
Proceedings of the European Conference on Computer Vision (ECCV),
October 2012.
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Deepti Pachauri, Maxwell Collins, Risi Kondor, Vikas Singh,
Incorporating Domain Knowledge in Matching
Problems via Harmonic Analysis,
Proceedings of the International Conference on Machine Learning (ICML),
June 2012.
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Maxwell D. Collins, Jia Xu, Leo Grady, Vikas Singh,
Random Walks based Multi-Image Segmentation:
Quasiconvexity Results and GPU-based Solutions,
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR),
June 2012.
2010
