Publications

39 / 3,375 publications found.


  •  Wang, H., Lohit, S., Jones, M.J., Fu, R., "What Makes a “Good” Data Augmentation in Knowledge Distillation – A Statistical Perspective", Advances in Neural Information Processing Systems (NeurIPS), November 2022.
    BibTeX TR2022-147 PDF
    • @inproceedings{Wang2022nov,
    • author = {Wang, Huan and Lohit, Suhas and Jones, Michael J. and Fu, Raymond},
    • title = {What Makes a “Good” Data Augmentation in Knowledge Distillation – A Statistical Perspective},
    • booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
    • year = 2022,
    • month = nov,
    • url = {https://www.merl.com/publications/TR2022-147}
    • }
  •  Ahmed, S.M., Lohit, S., Peng, K.-C., Jones, M.J., Roy Chowdhury, A.K., "Cross-Modal Knowledge Transfer Without Task-Relevant Source Data", European Conference on Computer Vision (ECCV), October 2022.
    BibTeX TR2022-135 PDF Video Software Presentation
    • @inproceedings{Ahmed2022oct,
    • author = {Ahmed, Sk Miraj and Lohit, Suhas and Peng, Kuan-Chuan and Jones, Michael J. and Roy Chowdhury, Amit K},
    • title = {Cross-Modal Knowledge Transfer Without Task-Relevant Source Data},
    • booktitle = {European Conference on Computer Vision (ECCV)},
    • year = 2022,
    • month = oct,
    • url = {https://www.merl.com/publications/TR2022-135}
    • }
  •  Rambhatla, S., Jones, M.J., Chellappa, R., "An Empirical Analysis of Boosting Deep Networks", International Joint Conference on Neural Networks (IJCNN), July 2022.
    BibTeX TR2022-075 PDF Presentation
    • @inproceedings{Rambhatla2022jul,
    • author = {Rambhatla, Sai and Jones, Michael J. and Chellappa, Rama},
    • title = {An Empirical Analysis of Boosting Deep Networks},
    • booktitle = {International Joint Conference on Neural Networks (IJCNN)},
    • year = 2022,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2022-075}
    • }
  •  Lohit, S., Jones, M.J., "Model Compression Using Optimal Transport", IEEE Winter Conference on Applications of Computer Vision (WACV), January 2022.
    BibTeX TR2022-006 PDF Presentation
    • @inproceedings{Lohit2022jan,
    • author = {Lohit, Suhas and Jones, Michael J.},
    • title = {Model Compression Using Optimal Transport},
    • booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
    • year = 2022,
    • month = jan,
    • publisher = {CVF OpenAccess},
    • url = {https://www.merl.com/publications/TR2022-006}
    • }
  •  Ramachandra, B., Jones, M.J., Vatsavai, R., "Perceptual Metric Learning for Video Anomaly Detection", Machine Vision and Applications, DOI: 0.1007/​s00138-021-01187-5, Vol. 32, No. 63, pp. 1-18, March 2021.
    BibTeX TR2021-028 PDF
    • @article{Ramachandra2021mar,
    • author = {Ramachandra, Bharathkumar and Jones, Michael J. and Vatsavai, Ranga},
    • title = {Perceptual Metric Learning for Video Anomaly Detection},
    • journal = {Machine Vision and Applications},
    • year = 2021,
    • volume = 32,
    • number = 63,
    • pages = {1--18},
    • month = mar,
    • doi = {0.1007/s00138-021-01187-5},
    • url = {https://www.merl.com/publications/TR2021-028}
    • }
  •  Wang, H., Lohit, S., Jones, M.J., Fu, R., "Knowledge Distillation Thrives on Data Augmentation", arXiv, December 2020.
    BibTeX arXiv
    • @article{Wang2020dec3,
    • author = {Wang, Huan and Lohit, Suhas and Jones, Michael J. and Fu, Raymond},
    • title = {Knowledge Distillation Thrives on Data Augmentation},
    • journal = {arXiv},
    • year = 2020,
    • month = dec,
    • url = {https://arxiv.org/abs/2012.02909}
    • }
  •  Wang, H., Lohit, S., Jones, M.J., Fu, R., "Multi-Head Knowledge Distillation for Model Compression", arXiv, December 2020.
    BibTeX arXiv
    • @article{Wang2020dec2,
    • author = {Wang, Huan and Lohit, Suhas and Jones, Michael J. and Fu, Raymond},
    • title = {Multi-Head Knowledge Distillation for Model Compression},
    • journal = {arXiv},
    • year = 2020,
    • month = dec,
    • url = {https://arxiv.org/abs/2012.02911}
    • }
  •  Jones, M.J., Ramachandra, B., Vatsavai, R., "A Survey of Single-Scene Video Anomaly Detection", IEEE Transactions on Pattern Analysis and Machine Intelligence, DOI: 10.1109/​TPAMI.2020.3040591, Vol. 44, No. 5, pp. 2293-2312, November 2020.
    BibTeX TR2021-029 PDF
    • @article{Jones2020nov,
    • author = {Jones, Michael J. and Ramachandra, Bharathkumar and Vatsavai, Ranga},
    • title = {A Survey of Single-Scene Video Anomaly Detection},
    • journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
    • year = 2020,
    • volume = 44,
    • number = 5,
    • pages = {2293--2312},
    • month = nov,
    • doi = {10.1109/TPAMI.2020.3040591},
    • url = {https://www.merl.com/publications/TR2021-029}
    • }
  •  Kumar, A., Marks, T.K., Mou, W., Wang, Y., Cherian, A., Jones, M.J., Liu, X., Koike-Akino, T., Feng, C., "LUVLi Face Alignment: Estimating Landmarks’ Location, Uncertainty, and Visibility Likelihood", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/​CVPR42600.2020.00826, June 2020.
    BibTeX TR2020-067 PDF Video Data Software
    • @inproceedings{Kumar2020jun,
    • author = {Kumar, Abhinav and Marks, Tim K. and Mou, Wenxuan and Wang, Ye and Cherian, Anoop and Jones, Michael J. and Liu, Xiaoming and Koike-Akino, Toshiaki and Feng, Chen},
    • title = {LUVLi Face Alignment: Estimating Landmarks’ Location, Uncertainty, and Visibility Likelihood},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2020,
    • month = jun,
    • publisher = {IEEE},
    • doi = {10.1109/CVPR42600.2020.00826},
    • issn = {2575-7075},
    • isbn = {978-1-7281-7168-5},
    • url = {https://www.merl.com/publications/TR2020-067}
    • }
  •  Ramachandra, B., Jones, M.J., Vatsavai, R., "A Survey of Single-Scene Video Anomaly Detection", arXiv, April 2020.
    BibTeX arXiv
    • @article{Ramachandra2020apr,
    • author = {Ramachandra, Bharathkumar and Jones, Michael J. and Vatsavai, Ranga},
    • title = {A Survey of Single-Scene Video Anomaly Detection},
    • journal = {arXiv},
    • year = 2020,
    • month = apr,
    • url = {https://arxiv.org/abs/2004.05993}
    • }
  •  Ramachandra, B., Jones, M.J., Vatsavai, R., "Learning a distance function with a Siamese network to localize anomalies in videos", IEEE Winter Conference on Applications of Computer Vision (WACV), DOI: 10.1109/​WACV45572.2020.9093417, February 2020, pp. 2598-2607.
    BibTeX TR2020-015 PDF
    • @inproceedings{Jones2020feb,
    • author = {Ramachandra, Bharathkumar and Jones, Michael J. and Vatsavai, Ranga},
    • title = {Learning a distance function with a Siamese network to localize anomalies in videos},
    • booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
    • year = 2020,
    • pages = {2598--2607},
    • month = feb,
    • doi = {10.1109/WACV45572.2020.9093417},
    • url = {https://www.merl.com/publications/TR2020-015}
    • }
  •  Ramachandra, B., Jones, M.J., "Street Scene: A new dataset and evaluation protocol for video anomaly detection", IEEE Winter Conference on Applications of Computer Vision (WACV), DOI: 10.1109/​WACV45572.2020.9093457, February 2020, pp. 2569-2578.
    BibTeX TR2020-017 PDF Data
    • @inproceedings{Jones2020feb2,
    • author = {Ramachandra, Bharathkumar and Jones, Michael J.},
    • title = {Street Scene: A new dataset and evaluation protocol for video anomaly detection},
    • booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV)},
    • year = 2020,
    • pages = {2569--2578},
    • month = feb,
    • doi = {10.1109/WACV45572.2020.9093457},
    • url = {https://www.merl.com/publications/TR2020-017}
    • }
  •  Jones, M.J., Rambhatla, S., "Body Part Alignment and Temporal Attention for Video-Based Person Re-Identification", British Machine Vision Conference (BMVC), September 2019.
    BibTeX TR2019-108 PDF
    • @inproceedings{Jones2019sep,
    • author = {Jones, Michael J. and Rambhatla, Sai},
    • title = {Body Part Alignment and Temporal Attention for Video-Based Person Re-Identification},
    • booktitle = {British Machine Vision Conference (BMVC)},
    • year = 2019,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2019-108}
    • }
  •  Jones, M.J., Ramachandra, B., "Street Scene: A new dataset and evaluation protocol for video anomaly detection", arXiv, February 2019.
    BibTeX arXiv Data
    • @article{Jones2019feb,
    • author = {Jones, Michael J. and Ramachandra, Bharathkumar},
    • title = {Street Scene: A new dataset and evaluation protocol for video anomaly detection},
    • journal = {arXiv},
    • year = 2019,
    • month = feb,
    • url = {https://arxiv.org/abs/1902.05872v2}
    • }
  •  Ataer-Cansizoglu, E., Jones, M.J., "Super-resolution of Very Low-Resolution Faces from Videos", British Machine Vision Conference (BMVC), September 2018.
    BibTeX TR2018-140 PDF
    • @inproceedings{Ataer-Cansizoglu2018sep,
    • author = {Ataer-Cansizoglu, Esra and Jones, Michael J.},
    • title = {Super-resolution of Very Low-Resolution Faces from Videos},
    • booktitle = {British Machine Vision Conference (BMVC)},
    • year = 2018,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2018-140}
    • }
  •  Jones, M.J., Broad, A., Lee, T.-Y., "Recurrent Multi-frame Single Shot Detector for Video Object Detection", British Machine Vision Conference (BMVC), September 2018.
    BibTeX TR2018-137 PDF
    • @inproceedings{Jones2018sep,
    • author = {Jones, Michael J. and Broad, Alexander and Lee, Teng-Yok},
    • title = {Recurrent Multi-frame Single Shot Detector for Video Object Detection},
    • booktitle = {British Machine Vision Conference (BMVC)},
    • year = 2018,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2018-137}
    • }
  •  Ataer-Cansizoglu, E., Jones, M.J., Zhang, Z., Sullivan, A., "Verification of Very Low-Resolution Faces Using An Identity-Preserving Deep Face Super-resolution Network", arXiv, August 2018.
    BibTeX arXiv
    • @article{Ataer-Cansizoglu2018aug,
    • author = {Ataer-Cansizoglu, Esra and Jones, Michael J. and Zhang, Ziming and Sullivan, Alan},
    • title = {Verification of Very Low-Resolution Faces Using An Identity-Preserving Deep Face Super-resolution Network},
    • journal = {arXiv},
    • year = 2018,
    • month = aug,
    • url = {https://arxiv.org/abs/1903.10974}
    • }
  •  Jones, M.J., Ramachandra, B., "Street Scene: A new dataset and evaluation protocol for video anomaly detection", arXiv, January 2018.
    BibTeX arXiv Data
    • @article{Jones2018jan,
    • author = {Jones, Michael J. and Ramachandra, Bharathkumar},
    • title = {Street Scene: A new dataset and evaluation protocol for video anomaly detection},
    • journal = {arXiv},
    • year = 2018,
    • month = jan,
    • url = {https://arxiv.org/abs/1902.05872v1}
    • }
  •  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}
    • }
  •  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}
    • }
  •  Jones, M.J., Nikovski, D.N., Imamura, M., Hirata, T., "Exemplar Learning for Extremely Efficient Anomaly Detection in Real-Valued Time Series", Journal of Data Mining and Knowledge Discovery, DOI: 10.1007/​s10618-015-0449-3, Vol. 30, No. 6, pp. 1427-1454, March 2016.
    BibTeX TR2016-027 PDF
    • @article{Jones2016mar,
    • author = {Jones, Michael J. and Nikovski, Daniel N. and Imamura, Makoto and Hirata, Takahisa},
    • title = {Exemplar Learning for Extremely Efficient Anomaly Detection in Real-Valued Time Series},
    • journal = {Journal of Data Mining and Knowledge Discovery},
    • year = 2016,
    • volume = 30,
    • number = 6,
    • pages = {1427--1454},
    • month = mar,
    • doi = {10.1007/s10618-015-0449-3},
    • issn = {1573-756X},
    • url = {https://www.merl.com/publications/TR2016-027}
    • }
  •  Ahmed, E., Jones, M.J., Marks, T.K., "An Improved Deep Learning Architecture for Person Re-Identification", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/​CVPR.2015.7299016, June 2015, pp. 3908-3916.
    BibTeX TR2015-076 PDF
    • @inproceedings{Jones2015jun,
    • author = {Ahmed, E. and Jones, M.J. and Marks, T.K.},
    • title = {An Improved Deep Learning Architecture for Person Re-Identification},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2015,
    • pages = {3908--3916},
    • month = jun,
    • doi = {10.1109/CVPR.2015.7299016},
    • url = {https://www.merl.com/publications/TR2015-076}
    • }
  •  Papazov, C., Marks, T.K., Jones, M.J., "Real-time Head Pose and Facial Landmark Estimation from Depth Images Using Triangular Surface Patch Features", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), DOI: 10.1109/​CVPR.2015.7299104, June 2015, pp. 4722-4730.
    BibTeX TR2015-069 PDF
    • @inproceedings{Marks2015jun,
    • author = {Papazov, C. and Marks, T.K. and Jones, M.J.},
    • title = {Real-time Head Pose and Facial Landmark Estimation from Depth Images Using Triangular Surface Patch Features},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    • year = 2015,
    • pages = {4722--4730},
    • month = jun,
    • publisher = {IEEE},
    • doi = {10.1109/CVPR.2015.7299104},
    • url = {https://www.merl.com/publications/TR2015-069}
    • }
  •  Imamura, M., Nikovski, D.N., Sahinoglu, Z., Jones, M.J., "A Survey on Machine Learning for Equipment Condition Monitoring using Sensor Big Data", IIEEJ Transactions on Image Electronics and Visual Computing, Vol. 2, No. 2, December 2014.
    BibTeX IIEEJ Transactions
    • @article{Imamura2014dec,
    • author = {Imamura, M. and Nikovski, D.N. and Sahinoglu, Z. and Jones, M.J.},
    • title = {A Survey on Machine Learning for Equipment Condition Monitoring using Sensor Big Data},
    • journal = {IIEEJ Transactions on Image Electronics and Visual Computing},
    • year = 2014,
    • volume = 2,
    • number = 2,
    • month = dec,
    • issn = {2188-1901},
    • url = {https://cebook.dolab.jp/DcSeRO/DcSeRO57.dll?JVV&ID=-UBXFY0NWY}
    • }
  •  Kumar, S., Marks, T.K., Jones, M., "Improving Person Tracking Using an Inexpensive Thermal Infrared Sensor", IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), DOI: 10.1109/​CVPRW.2014.41, June 2014, pp. 217-224.
    BibTeX TR2014-036 PDF
    • @inproceedings{Kumar2014jun,
    • author = {Kumar, S. and Marks, T.K. and Jones, M.},
    • title = {Improving Person Tracking Using an Inexpensive Thermal Infrared Sensor},
    • booktitle = {IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)},
    • year = 2014,
    • pages = {217--224},
    • month = jun,
    • publisher = {IEEE},
    • doi = {10.1109/CVPRW.2014.41},
    • url = {https://www.merl.com/publications/TR2014-036}
    • }