- Liu, J., Guo, J., Orlik, P.V., Shibata, M., Nakahara, D., Mii, S., Takac, M., "Anomaly Detection in Manufacturing Systems Using Structured Neural Networks", IEEE World Congress on Intelligent Control and Automation, DOI: 10.1109/WCICA.2018.8630692, July 2018, pp. 175-180.
BibTeX TR2018-097 PDF- @inproceedings{Liu2018jul2,
- author = {Liu, Jie and Guo, Jianlin and Orlik, Philip V. and Shibata, Masahiko and Nakahara, Daiki and Mii, Satoshi and Takac, Martin},
- title = {Anomaly Detection in Manufacturing Systems Using Structured Neural Networks},
- booktitle = {IEEE World Congress on Intelligent Control and Automation},
- year = 2018,
- pages = {175--180},
- month = jul,
- doi = {10.1109/WCICA.2018.8630692},
- url = {https://www.merl.com/publications/TR2018-097}
- }
- Shen, Y., Feng, C., Yang, Y., Tian, D., "Mining Point Cloud Local Structures by Kernel Correlation and Graph Pooling", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2018.
BibTeX TR2018-041 PDF Software- @inproceedings{Shen2018jun,
- author = {Shen, Yiru and Feng, Chen and Yang, Yaoqing and Tian, Dong},
- title = {Mining Point Cloud Local Structures by Kernel Correlation and Graph Pooling},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
- year = 2018,
- month = jun,
- url = {https://www.merl.com/publications/TR2018-041}
- }
- Yang, Y., Feng, C., Shen, Y., Tian, D., "FoldingNet: Point Cloud Auto-encoder via Deep Grid Deformation", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/CVPR.2018.00029, June 2018.
BibTeX TR2018-042 PDF Software- @inproceedings{Yang2018jun,
- author = {Yang, Yaoqing and Feng, Chen and Shen, Yiru and Tian, Dong},
- title = {FoldingNet: Point Cloud Auto-encoder via Deep Grid Deformation},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
- year = 2018,
- month = jun,
- doi = {10.1109/CVPR.2018.00029},
- url = {https://www.merl.com/publications/TR2018-042}
- }
- Zhang, Z., Wu, Y., Wang, G., "BPGrad: Towards Global Optimality in Deep Learning via Branch and Pruning", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2018, pp. 3301-3309.
BibTeX TR2018-068 PDF- @inproceedings{Zhang2018jun,
- author = {Zhang, Ziming and Wu, Yuanwei and Wang, Guanghui},
- title = {BPGrad: Towards Global Optimality in Deep Learning via Branch and Pruning},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
- year = 2018,
- pages = {3301--3309},
- month = jun,
- url = {https://www.merl.com/publications/TR2018-068}
- }
- Nowara, E., Marks, T.K., Mansour, H., Nakamura, Y., Veeraraghavan, A., "SparsePPG: Towards Driver Monitoring Using Camera-Based Vital Signs Estimation in Near-Infrared", IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshop on Computer Vision for Physiological Measurement (CVPM, June 2018, pp. 1272-1281.
BibTeX TR2018-067 PDF- @inproceedings{Nowara2018jun,
- author = {Nowara, Ewa and Marks, Tim K. and Mansour, Hassan and Nakamura, Yudai and Veeraraghavan, Ashok},
- title = {SparsePPG: Towards Driver Monitoring Using Camera-Based Vital Signs Estimation in Near-Infrared},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshop on Computer Vision for Physiological Measurement (CVPM},
- year = 2018,
- pages = {1272--1281},
- month = jun,
- url = {https://www.merl.com/publications/TR2018-067}
- }
- Zhang, Z., Kag, A., Sullivan, A., Saligrama, V., "Equilibrated Recurrent Neural Network: Neuronal Time-Delayed Self-Feedback Improves Accuracy and Stability", arXiv, March 2019.
BibTeX arXiv- @article{Zhang2018mar2,
- author = {Zhang, Ziming and Kag, Anil and Sullivan, Alan and Saligrama, Venkatesh},
- title = {Equilibrated Recurrent Neural Network: Neuronal Time-Delayed Self-Feedback Improves Accuracy and Stability},
- journal = {arXiv},
- year = 2018,
- month = mar,
- url = {https://arxiv.org/abs/1903.00755}
- }
- Zhang, Z., Xu, W., Sullivan, A., "Time-Delay Momentum: A Regularization Perspective on the Convergence and Generalization of Stochastic Momentum for Deep Learning", arXiv, March 2018.
BibTeX arXiv- @article{Zhang2018mar,
- author = {Zhang, Ziming and Xu, Wenju and Sullivan, Alan},
- title = {Time-Delay Momentum: A Regularization Perspective on the Convergence and Generalization of Stochastic Momentum for Deep Learning},
- journal = {arXiv},
- year = 2018,
- month = mar,
- url = {https://arxiv.org/abs/1903.00760}
- }
- Santa Cruz, R., Fernando, B., Cherian, A., Gould, S., "Neural Algebra of Classifiers", IEEE Winter Conference on Applications of Computer Vision (WACV), DOI: 10.1109/WACV.2018.00085, March 2018, pp. 729-737.
BibTeX TR2018-033 PDF- @inproceedings{Santacruz2018mar,
- author = {Santa Cruz, Rodrigo and Fernando, Basura and Cherian, Anoop and Gould, Stephen},
- title = {Neural Algebra of Classifiers},
- booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
- year = 2018,
- pages = {729--737},
- month = mar,
- doi = {10.1109/WACV.2018.00085},
- url = {https://www.merl.com/publications/TR2018-033}
- }
- Quivira, F., Koike-Akino, T., Wang, Y., Erdogmus, D., "Translating sEMG Signals to Continuous Hand Poses using Recurrent Neural Networks", IEEE Conference on Biomedical and Health Informatics (BHI), DOI: 10.1109/BHI.2018.8333395, January 2018.
BibTeX TR2018-014 PDF Presentation- @inproceedings{Quivira2018jan,
- author = {Quivira, Fernando and Koike-Akino, Toshiaki and Wang, Ye and Erdogmus, Deniz},
- title = {Translating sEMG Signals to Continuous Hand Poses using Recurrent Neural Networks},
- booktitle = {IEEE Conference on Biomedical and Health Informatics (BHI)},
- year = 2018,
- month = jan,
- doi = {10.1109/BHI.2018.8333395},
- url = {https://www.merl.com/publications/TR2018-014}
- }
- Hori, C., Hori, T., Marks, T.K., Hershey, J.R., "Early and Late Integration of Audio Features for Automatic Video Description", IEEE Automatic Speech Recognition and Understanding Workshop (ASRU), DOI: 10.1109/ASRU.2017.8268968, December 2017.
BibTeX TR2017-183 PDF- @inproceedings{Hori2017dec2,
- author = {Hori, Chiori and Hori, Takaaki and Marks, Tim K. and Hershey, John R.},
- title = {Early and Late Integration of Audio Features for Automatic Video Description},
- booktitle = {IEEE Automatic Speech Recognition and Understanding Workshop (ASRU)},
- year = 2017,
- month = dec,
- doi = {10.1109/ASRU.2017.8268968},
- url = {https://www.merl.com/publications/TR2017-183}
- }
- Ziming, Z., Brand, M., "Convergent Block Coordinate Descent for Training Tikhonov Regularized Deep Neural Networks", Advances in Neural Information Processing Systems (NIPS), December 2017.
BibTeX TR2017-140 PDF- @inproceedings{Ziming2017dec,
- author = {Ziming, Zhang and Brand, Matthew},
- title = {Convergent Block Coordinate Descent for Training Tikhonov Regularized Deep Neural Networks},
- booktitle = {Advances in Neural Information Processing Systems (NIPS)},
- year = 2017,
- month = dec,
- url = {https://www.merl.com/publications/TR2017-140}
- }
- Lin, C., Marks, T.K., Pajovic, M., Watanabe, S., Tung, C., "Model parameter learning using Kullback-Leibler divergence", Physica A, DOI: 10.1016/j.physa.2017.09.018, Vol. 491, No. 1, pp. 549-559, November 2017.
BibTeX TR2017-184 PDF- @article{Lin2017nov,
- author = {Lin, Chungwei and Marks, Tim K. and Pajovic, Milutin and Watanabe, Shinji and Tung, Chihkuan},
- title = {Model parameter learning using Kullback-Leibler divergence},
- journal = {Physica A},
- year = 2017,
- volume = 491,
- number = 1,
- pages = {549--559},
- month = nov,
- publisher = {Elsevier},
- doi = {10.1016/j.physa.2017.09.018},
- url = {https://www.merl.com/publications/TR2017-184}
- }
- Hori, C., Hori, T., Lee, T.-Y., Zhang, Z., Harsham, B.A., Sumi, K., Marks, T.K., Hershey, J.R., "Attention-Based Multimodal Fusion for Video Description", IEEE International Conference on Computer Vision (ICCV), DOI: 10.1109/ICCV.2017.450, October 2017.
BibTeX TR2017-156 PDF- @inproceedings{Hori2017oct,
- author = {Hori, Chiori and Hori, Takaaki and Lee, Teng-Yok and Zhang, Ziming and Harsham, Bret A. and Sumi, Kazuhiko and Marks, Tim K. and Hershey, John R.},
- title = {Attention-Based Multimodal Fusion for Video Description},
- booktitle = {IEEE International Conference on Computer Vision (ICCV)},
- year = 2017,
- month = oct,
- doi = {10.1109/ICCV.2017.450},
- url = {https://www.merl.com/publications/TR2017-156}
- }
- Jones, M.J., Kobori, H., "Improving face verification and person re-identification accuracy using hyperplane similarity", IEEE Workshop on Analysis and Modeling of Faces and Gestures (at ICCV), DOI: 10.1109/ICCVW.2017.183, October 2017.
BibTeX TR2017-155 PDF- @inproceedings{Jones2017oct,
- author = {Jones, Michael J. and Kobori, Hiroko},
- title = {Improving face verification and person re-identification accuracy using hyperplane similarity},
- booktitle = {IEEE Workshop on Analysis and Modeling of Faces and Gestures (at ICCV)},
- year = 2017,
- month = oct,
- doi = {10.1109/ICCVW.2017.183},
- url = {https://www.merl.com/publications/TR2017-155}
- }
- Sahinoglu, G.O., Pajovic, M., Sahinoglu, Z., Wang, Y., Orlik, P.V., Wada, T., "Battery State of Charge Estimation Based on Regular/Recurrent Gaussian Process Regression", IEEE Transactions on Industrial Electronics, DOI: 10.1109/TIE.2017.2764869, Vol. 65, No. 5, pp. 4311-4321, October 2017.
BibTeX TR2017-124 PDF- @article{Ozcan2017oct,
- author = {Sahinoglu, Gozde Ozcan and Pajovic, Milutin and Sahinoglu, Zafer and Wang, Yebin and Orlik, Philip V. and Wada, Toshihiro},
- title = {Battery State of Charge Estimation Based on Regular/Recurrent Gaussian Process Regression},
- journal = {IEEE Transactions on Industrial Electronics},
- year = 2017,
- volume = 65,
- number = 5,
- pages = {4311--4321},
- month = oct,
- doi = {10.1109/TIE.2017.2764869},
- url = {https://www.merl.com/publications/TR2017-124}
- }
- Pajovic, M., Sahinoglu, Z., Wang, Y., Orlik, P.V., Wada, T., "Online Data-Driven Battery Voltage Prediction", IEEE International Conference on Industrial Informatics (INDIN), DOI: 10.1109/INDIN.2017.8104879, July 2017.
BibTeX TR2017-101 PDF- @inproceedings{Pajovic2017jul,
- author = {Pajovic, Milutin and Sahinoglu, Zafer and Wang, Yebin and Orlik, Philip V. and Wada, Toshihiro},
- title = {Online Data-Driven Battery Voltage Prediction},
- booktitle = {IEEE International Conference on Industrial Informatics (INDIN)},
- year = 2017,
- month = jul,
- doi = {10.1109/INDIN.2017.8104879},
- url = {https://www.merl.com/publications/TR2017-101}
- }
- Abbeloos, W., Caccamo, S., Ataer-Cansizoglu, E., Taguchi, Y., Feng, C., Lee, T.-Y., "Detecting and Grouping Identical Objects for Region Proposal and Classification", CVPR Workshop on Deep Learning for Robotic Vision, DOI: 10.1109/CVPRW.2017.76, July 2017.
BibTeX TR2017-099 PDF- @inproceedings{Abbeloos2017jul,
- author = {Abbeloos, Wim and Caccamo, Sergio and Ataer-Cansizoglu, Esra and Taguchi, Yuichi and Feng, Chen and Lee, Teng-Yok},
- title = {Detecting and Grouping Identical Objects for Region Proposal and Classification},
- booktitle = {CVPR Workshop on Deep Learning for Robotic Vision},
- year = 2017,
- month = jul,
- doi = {10.1109/CVPRW.2017.76},
- url = {https://www.merl.com/publications/TR2017-099}
- }
- Yu, Z., Feng, C., Liu, M.-Y., Ramalingam, S., "CASENet: Deep Category-Aware Semantic Edge Detection", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/CVPR.2017.191, July 2017.
BibTeX TR2017-100 PDF Video Data Software- @inproceedings{Yu2017jul,
- author = {Yu, Zhiding and Feng, Chen and Liu, Ming-Yu and Ramalingam, Srikumar},
- title = {CASENet: Deep Category-Aware Semantic Edge Detection},
- booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
- year = 2017,
- month = jul,
- doi = {10.1109/CVPR.2017.191},
- url = {https://www.merl.com/publications/TR2017-100}
- }
- Okamoto, K., Berntorp, K., Di Cairano, S., "Driver Intention-based Vehicle Threat Assessment using Random Forests and Particle Filtering", World Congress of the International Federation of Automatic Control (IFAC), DOI: 10.1016/j.ifacol.2017.08.2231, July 2017, vol. 50, pp. 13860-13865.
BibTeX TR2017-090 PDF- @inproceedings{Okamoto2017jul,
- author = {Okamoto, Kazuhide and Berntorp, Karl and Di Cairano, Stefano},
- title = {Driver Intention-based Vehicle Threat Assessment using Random Forests and Particle Filtering},
- booktitle = {World Congress of the International Federation of Automatic Control (IFAC)},
- year = 2017,
- volume = 50,
- number = 1,
- pages = {13860--13865},
- month = jul,
- publisher = {Elsevier},
- doi = {10.1016/j.ifacol.2017.08.2231},
- url = {https://www.merl.com/publications/TR2017-090}
- }
- Farahmand, A.-M., Benosman, M., "Towards Stability in Learning-based Control: A Bayesian Optimization-based Adaptive Controller", The Multi-disciplinary Conference on Reinforcement Learning and Decision Making, June 2017.
BibTeX TR2017-075 PDF- @inproceedings{Farahmand2017jun,
- author = {Farahmand, Amir-massoud and Benosman, Mouhacine},
- title = {Towards Stability in Learning-based Control: A Bayesian Optimization-based Adaptive Controller},
- booktitle = {The Multi-disciplinary Conference on Reinforcement Learning and Decision Making},
- year = 2017,
- month = jun,
- url = {https://www.merl.com/publications/TR2017-075}
- }
- Liu, M.-Y., Tuzel, C.O., Sullivan, A., "Coupled Generative Adversarial Nets", Advances in Neural Information Processing Systems (NIPS), December 2016.
BibTeX TR2016-156 PDF- @inproceedings{Liu2016dec,
- author = {Liu, Ming-Yu and Tuzel, C. Oncel and Sullivan, Alan},
- title = {Coupled Generative Adversarial Nets},
- booktitle = {Advances in Neural Information Processing Systems (NIPS)},
- year = 2016,
- month = dec,
- url = {https://www.merl.com/publications/TR2016-156}
- }
- Chen, C., Liu, M.-Y., Tuzel, C.O., Xiao, J., "R-CNN for Small Object Detection", Asian Conference on Computer Vision (ACCV), DOI: 10.1007/978-3-319-54193-8_14, November 2016, vol. 10115, pp. 214-230.
BibTeX TR2016-144 PDF- @inproceedings{Chen2016nov,
- author = {Chen, Chenyi and Liu, Ming-Yu and Tuzel, C. Oncel and Xiao, Jianxiong},
- title = {R-CNN for Small Object Detection},
- booktitle = {Asian Conference on Computer Vision (ACCV)},
- year = 2016,
- volume = 10115,
- pages = {214--230},
- month = nov,
- doi = {10.1007/978-3-319-54193-8_14},
- url = {https://www.merl.com/publications/TR2016-144}
- }
- Ozcan, G., Pajovic, M., Sahinoglu, Z., Wang, Y., Orlik, P.V., Wada, T., "Online State of Charge Estimation for Lithium-Ion Batteries Using Gaussian Process Regression", IEEE Industrial Electronics Society (IECON), DOI: 10.1109/IECON.2016.7793002, October 2016, pp. 998-1003.
BibTeX TR2016-136 PDF- @inproceedings{Ozcan2016oct,
- author = {Ozcan, Gozde and Pajovic, Milutin and Sahinoglu, Zafer and Wang, Yebin and Orlik, Philip V. and Wada, Toshihiro},
- title = {Online State of Charge Estimation for Lithium-Ion Batteries Using Gaussian Process Regression},
- booktitle = {IEEE Industrial Electronics Society (IECON)},
- year = 2016,
- pages = {998--1003},
- month = oct,
- doi = {10.1109/IECON.2016.7793002},
- url = {https://www.merl.com/publications/TR2016-136}
- }
- Tuzel, C.O., Marks, T.K., Tambe, S., "Robust Face Alignment Using a Mixture of Invariant Experts", European Conference on Computer Vision (ECCV), DOI: 10.1007/978-3-319-46454-1_50, October 2016, vol. 9909, pp. 825-841.
BibTeX TR2016-129 PDF- @inproceedings{Tuzel2016oct,
- author = {Tuzel, C. Oncel and Marks, Tim K. and Tambe, Salil},
- title = {Robust Face Alignment Using a Mixture of Invariant Experts},
- booktitle = {European Conference on Computer Vision (ECCV)},
- year = 2016,
- volume = 9909,
- pages = {825--841},
- month = oct,
- doi = {10.1007/978-3-319-46454-1_50},
- url = {https://www.merl.com/publications/TR2016-129}
- }
- Sankaran, B., Ramalingam, S., Taguchi, Y., "Parameter Learning for Improving Binary Descriptor Matching", IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), DOI: 10.1109/IROS.2016.7759718, October 2016, pp. 4892-4897.
BibTeX TR2016-132 PDF- @inproceedings{Sankaran2016oct,
- author = {Sankaran, Bharath and Ramalingam, Srikumar and Taguchi, Yuichi},
- title = {Parameter Learning for Improving Binary Descriptor Matching},
- booktitle = {IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
- year = 2016,
- pages = {4892--4897},
- month = oct,
- doi = {10.1109/IROS.2016.7759718},
- url = {https://www.merl.com/publications/TR2016-132}
- }