Publications

587 / 3,734 publications found.


  •  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}
    • }
  •  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}
    • }
  •  Koike-Akino, T., Mahajan, R., Marks, T.K., Tuzel, C.O., Wang, Y., Watanabe, S., Orlik, P.V., "High-Accuracy User Identification Using EEG Biometrics", International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), DOI: 10.1109/​EMBC.2016.7590835, August 2016, pp. 854-858.
    BibTeX TR2016-105 PDF Presentation
    • @inproceedings{Koike-Akino2016aug,
    • author = {Koike-Akino, Toshiaki and Mahajan, Ruhi and Marks, Tim K. and Tuzel, C. Oncel and Wang, Ye and Watanabe, Shinji and Orlik, Philip V.},
    • title = {High-Accuracy User Identification Using EEG Biometrics},
    • booktitle = {International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)},
    • year = 2016,
    • pages = {854--858},
    • month = aug,
    • doi = {10.1109/EMBC.2016.7590835},
    • url = {https://www.merl.com/publications/TR2016-105}
    • }
  •  Ozcan, G., Pajovic, M., Sahinoglu, Z., Wang, Y., Orlik, P.V., "Online Battery State-of-Charge Estimation Based on Sparse Gaussian Process Regression", IEEE Power & Energy Society General Meeting (PES), DOI: 10.1109/​PESGM.2016.7741980, July 2016.
    BibTeX TR2016-097 PDF
    • @inproceedings{Ozcan2016jul,
    • author = {Ozcan, Gozde and Pajovic, Milutin and Sahinoglu, Zafer and Wang, Yebin and Orlik, Philip V.},
    • title = {Online Battery State-of-Charge Estimation Based on Sparse Gaussian Process Regression},
    • booktitle = {IEEE Power \& Energy Society General Meeting (PES)},
    • year = 2016,
    • month = jul,
    • doi = {10.1109/PESGM.2016.7741980},
    • url = {https://www.merl.com/publications/TR2016-097}
    • }
  •  Singh, B., Marks, T.K., Jones, M.J., Tuzel, C.O., Shao, M., "A Multi-Stream Bi-Directional Recurrent Neural Network for Fine-Grained Action Detection", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/​CVPR.2016.216, June 2016, pp. 1961-1970.
    BibTeX TR2016-080 PDF Data
    • @inproceedings{Singh2016jun,
    • author = {Singh, Bharat and Marks, Tim K. and Jones, Michael J. and Tuzel, C. Oncel and Shao, Ming},
    • title = {A Multi-Stream Bi-Directional Recurrent Neural Network for Fine-Grained Action Detection},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2016,
    • pages = {1961--1970},
    • month = jun,
    • doi = {10.1109/CVPR.2016.216},
    • url = {https://www.merl.com/publications/TR2016-080}
    • }
  •  Vemulapalli, R., Tuzel, C.O., Liu, M.-Y., "Deep Gaussian Conditional Random Field Network: A Model-based Deep Network for Discriminative Denoising", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/​CVPR.2016.351, June 2016, pp. 4801-4809.
    BibTeX TR2016-079 PDF
    • @inproceedings{Vemulapalli2016jun2,
    • author = {Vemulapalli, Raviteja and Tuzel, C. Oncel and Liu, Ming-Yu},
    • title = {Deep Gaussian Conditional Random Field Network: A Model-based Deep Network for Discriminative Denoising},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2016,
    • pages = {4801--4809},
    • month = jun,
    • doi = {10.1109/CVPR.2016.351},
    • url = {https://www.merl.com/publications/TR2016-079}
    • }