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2018 International Conference On Computer Aided Design, 2018

The 51st Annual IEEE/ACM International Symposium on Microarchitecture, 2018

European Conference on Computer Vision, 2018

European Conference on Computer Vision, 2018

Recent region-based object detectors are usually built with separate classification and localization branches on top of shared feature extraction networks. In this paper, we analyze failure cases of state-of-the-art detectors and observe that most hard false positives result from classification instead of localization. We conjecture that: (1) Shared feature representation is not optimal due to the mismatched goals of feature learning for classification and localization; (2) multi-task learning helps, yet optimization of the multi-task loss may result in sub-optimal for individual tasks; (3) large receptive field for different scales leads to redundant context information for small objects.We demonstrate the potential of detector classification power by a simple, effective, and widely-applicable Decoupled Classification Refinement (DCR) network. DCR samples hard false positives from the base classifier in Faster RCNN and trains a RCNN-styled strong classifier. Experiments show new state-of-the-art results on PASCAL VOC and COCO without any bells and whistles.
European Conference on Computer Vision, 2018

28th International Conference on Field-Programmable Logic and Applications, 2018

Frontiers in ICT, 2018

The 56th Annual Meeting of the Association for Computational Linguistics, 2018

The 56th Annual Meeting of the Association for Computational Linguistics, 2018

The 56th Annual Meeting of the Association for Computational Linguistics, 2018

International Workshop on OpenPOWER for HPC (IWOPH’18) at the 2018 ISC High Performance Conference, 2018

the Ninth International Conference on Computational Creativity, 2018

the Ninth International Conference on Computational Creativity, 2018

The 55th Design Automation Conference (DAC) Late Breaking Results, 2018

The 30th IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) workshop on Sight and Sound, 2018

The 30th IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2018

The 30th IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2018

The 30th IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) workshop on Nvidia City Challenge, 2018

The 30th IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2018

The 30th IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2018

The Seventh Joint Conference on Lexical and Computational Semantics, 2018

The 16th Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2018

The 16th Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2018

The 28th edition of the ACM Great Lakes Symposium on VLSI, 2018

The 26th IEEE International Symposium on Field-Programmable Custom Computing Machines, 2018

2018 IEEE International Conference on Acoustics, 2018

52th Annual Conference on Information Sciences and Systems, 2018

OpenPOWER US Submit, 2018

2018 Information Theory and Applications Workshop, 2018

In the Thirty-first Annual Conference on Neural Information Processing Systems., 2017

the Thirty-first Annual Conference on Neural Information Processing Systems, 2017

IEEE Information Theory Society Newsletter, 2017

IEEE international conference on Rebooting Computing, 2017

IEEE High Performance Extreme Computing Conference, 2017

In The 2017 Conference on Empirical Methods on Natural Language Processing., 2017

Conference on Empirical Methods in Natural Language Processing, 2017

the 27th International Conference on Field-Programmable Logic and Applications, 2017

KDD Workshop on Data-Driven Discovery, 2017

SIGKDD, 2017

SIGKDD, 2017

the Third IEEE Smart World Congress, 2017

the Conference on Natural Language Learning, 2017

ACL, 2017

CVPR 2017, 2017

IEEE Micro Magazine, 2017

the 10th International Conference on Educational Data Mining, 2017

International Symposium on Information Theory, 2017

presented at NetSci: International School and Conference on Network Science, 2017

Poster for the 8th International Conference on Computational Creativity, 2017

arXiv, 2017

IEEE International Symposium on Field-Programmable Custom Computing Machines, 2017

in Proceedings of the 5th International Conference on Learning Representations, 2017

in Proceedings of the 2017 Information Theory and its Applications Workshop, 2017

Proceedings of the 31st AAAI Conference, 2017

INFORMS Annual Meeting, 2016