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Amanda Berg

I am an industrial Ph.D student at the company Termisk Systemteknik AB, a company that is both retailer of thermal infrared cameras and also builds computer vision systems based on these cameras. Therefore, my research is focused on computer vision for thermal infrared imaging. I started as a Ph.D student in 2014. So far, I have mainly worked within the field of image-based tracking, specifically short-term tracking for thermal imaging. My main supervisor is Michael Felsberg and co-supervisor is Jörgen Ahlberg.

The LTIR dataset

As a part of my research, I have prepared a dataset (complete with annotations) for evaluation of short-term, single-object tracking in thermal images. The dataset can be downloaded at the LTIR dataset webpage.

Publications

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Journal papers

2017
Tahir Nawaz, Amanda Berg, James Ferryman, Jörgen Ahlberg, Michael Felsberg, "Effective evaluation of privacy protection techniques in visible and thermal imagery", Journal of Electronic Imaging (JEI), 26(5), 2017.
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Jan Heggenes, Arvid Odland, Tomas Chevalier, Jörgen Ahlberg, Amanda Berg, Håkan Larsson, Dag Bjerketvedt, "Herbivore grazing—or trampling? Trampling effects by a large ungulate in cold high-latitude ecosystems", Ecology and Evolution, 7(16): 6423-6431, 2017.
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2016
Amanda Berg, Jörgen Ahlberg, Michael Felsberg, "Enhanced analysis of thermographic images for monitoring of district heat pipe networks", Pattern Recognition Letters, 83(2): 215-223, 2016.
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Conference papers

2022
Johan Edstedt, Amanda Berg, Michael Felsberg, Johan Karlsson, Francisca Benavente, Anette Novak, Gustav Grund Pihlgren, "VidHarm: A Clip Based Dataset for Harmful Content Detection", 2022 26TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), International Conference on Pattern Recognition, 1543-1549, 2022.
AbstractKeywordsBiBTeXDOI
2020
Amanda Berg, Jörgen Ahlberg, Michael Felsberg, "Unsupervised Adversarial Learning of Anomaly Detection in the Wild", Proceedings of the 24th European Conference on Artificial Intelligence (ECAI), Frontiers in Artificial Intelligence and Applications, Vol. 325, 1002-1008, 2020.
AbstractKeywordsBiBTeXDOIFulltext
2019
Matej Kristanl, Jiri Matas, Ales Leonardis, Michael Felsberg, Roman Pflugfelder, Joni-Kristian Kamarainen, Luka Cehovin Zajc, Ondrej Drbohlav, Alan Lukezic, Amanda Berg, Abdelrahman Eldesokey, Jani Kapyla, Gustavo Fernandez, Abel Gonzalez-Garcia, Alireza Memarrnoghadam, Andong Lu, Anfeng He, Anton Varfolomieiev, Antoni Chan, Ardhendu Shekhar Tripathi, Arnold Smeulders, Bala Suraj Pedasingu, Bao Xin Chen, Baopeng Zhang, Baoyuan Wu, Bi Li, Bin He, Bin Yan, Bing Bai, Bing Li, Bo Li, Bycong Hak Kim, Chao Ma, Chen Fang, Chen Qian, Cheng Chen, Chenglong Li, Chengquan Zhang, Chi-Yi Tsai, Chong Luo, Christian Micheloni, Chunhui Zhang, Dacheng Tao, Deepak Gupta, Dejia Song, Dong Wang, Efstratios Gavves, Eunu Yi, Fahad Shahbaz Khan, Fangyi Zhang, Fei Wang, Fei Zhao, George De Ath, Goutam Bhat, Guanqi Chen, Guangting Wang, Guoxuan Li, Hakan Cevikalp, Hao Du, Haojie Zhao, Hasan Saribas, Ho Min Jung, Hongliang Bai, Hongyuan Yu, Houwen Peng, Huchuan Lu, Hui Li, Jiakun Li, Jianhu Li, Jianlong Fu, Jie Chen, Jie Gao, Jie Zhao, Jin Tang, Jing Li, Jingjing Wu, Jingtuo Liu, Jinqiao Wang, Jingqing Qi, Jingyue Zhang, John K. Tsotsos, John Hyuk Lee, Joost van de Weijer, Josef Kittler, Jun Ha Lee, Junfei Zhuang, Kangkai Zhang, Kangkang wang, Kenan Dai, Lei Chen, Lei Liu, Leida Guo, Li Zhang, Liang Wang, Liangliang Wang, Lichao Zhang, Lijun Wang, Lijun Zhou, Linyu Zheng, Litu Rout, Luc Van Gool, Luca Bertinetto, Martin Danelljan, Matteo Dunnhofer, Meng Ni, Min Young Kim, Ming Tang, Ming-Hsuan Yang, Naveen Paluru, Niki Martine, Pengfei Xu, Pengfei Zhang, Pengkun Zheng, Pengyu Zhang, Philip H. S. Torr, Qi Zhang Qiang Wang, Qing Gua, Radu Timofte, Rama Krishna Gorthi, Richard Everson, Ruize Han, Ruohan Zhang, Shan You, Shao-Chuan Zhao, Shengwei Zhao, Shihu Li, Shikun Li, Shiming Ge, Shuai Bai, Shuosen Guan, Tengfei Xing, Tianyang Xu, Tianyu Yang, Ting Zhang, Tomas Vojir, Wei Feng, Weiming Hu, Weizhao Wang, Wenjie Tang, Wenjun Zeng, Wenyu Liu, Xi Chen, Xi Qiu, Xiang Bai, Xiao-Jun Wu, Xiaoyun Yang, Xier Chen, Xin Li, Xing Sun, Xingyu Chen, Xinmei Tian, Xu Tang, Xue-Feng Zhu, Yan Huang, Yanan Chen, Yanchao Lian, Yang Gu, Yang Liu, Yanjie Chen, Yi Zhang, Yinda Xu, Yingming Wang, Yingping Li, Yu Zhou, Yuan Dong, Yufei Xu, Yunhua Zhang, Yunkun Li, Zeyu Wang Zhao Luo, Zhaoliang Zhang, Zhen-Hua Feng, Zhenyu He, Zhichao Song, Zhihao Chen, Zhipeng Zhang, Zhirong Wu, Zhiwei Xiong, Zhongjian Huang, Zhu Teng, Zihan Ni, "The Seventh Visual Object Tracking VOT2019 Challenge Results", 2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION WORKSHOPS (ICCVW), IEEE International Conference on Computer Vision Workshops, 2206-2241, 2019.
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Amanda Berg, Joakim Johnander, Flavie Durand de Gevigney, Jörgen Ahlberg, Michael Felsberg, "Semi-automatic Annotation of Objects in Visual-Thermal Video", 2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW), IEEE/CVF International Conference on Computer Vision Workshop (ICCVW), 2019.
AbstractKeywordsBiBTeXDOIFulltext
Amanda Berg, Jörgen Ahlberg, Michael Felsberg, "Visual Spectrum Image Generation fromThermal Infrared", Swedish Symposium on Image Analysis, 2019.
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2018
Amanda Berg, Jörgen Ahlberg, Michael Felsberg, "Generating Visible Spectrum Images from Thermal Infrared", Proceedings 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops CVPRW 2018, IEEE Computer Society Conference on Computer Vision and Pattern Recognition workshops, 1224-1233, 2018.
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2017
Amanda Berg, Jörgen Ahlberg, Michael Felsberg, "Object Tracking in Thermal Infrared Imagery based on Channel Coded Distribution Fields", Swedish Symposium on Image Analysis, 2017.
AbstractKeywordsBiBTeXFulltext
2016
Amanda Berg, Jörgen Ahlberg, Michael Felsberg, "Channel Coded Distribution Field Tracking for Thermal Infrared Imagery", PROCEEDINGS OF 29TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS, (CVPRW 2016), IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 1248-1256, 2016.
AbstractKeywordsBiBTeXDOIFulltext
Michael Felsberg, Matej Kristan, Jiri Matas, Ales Leonardis, Roman Pflugfelder, Gustav Häger, Amanda Berg, Abdelrahman Eldesokey, Jörgen Ahlberg, Luka Cehovin, Tomas Vojir, Alan Lukezic, Gustavo Fernandez, Alfredo Petrosino, Alvaro Garcia-Martin, Andres Solis Montero, Anton Varfolomieiev, Aykut Erdem, Bohyung Han, Chang-Ming Chang, Dawei Du, Erkut Erdem, Fahad Shahbaz Khan, Fatih Porikli, Fei Zhao, Filiz Bunyak, Francesco Battistone, Gao Zhu, Guna Seetharaman, Hongdong Li, Honggang Qi, Horst Bischof, Horst Possegger, Hyeonseob Nam, Jack Valmadre, Jianke Zhu, Jiayi Feng, Jochen Lang, Jose M. Martinez, Kannappan Palaniappan, Karel Lebeda, Ke Gao, Krystian Mikolajczyk, Longyin Wen, Luca Bertinetto, Mahdieh Poostchi, Mario Maresca, Martin Danelljan, Michael Arens, Ming Tang, Mooyeol Baek, Nana Fan, Noor Al-Shakarji, Ondrej Miksik, Osman Akin, Philip H. S. Torr, Qingming Huang, Rafael Martin-Nieto, Rengarajan Pelapur, Richard Bowden, Robert Laganiere, Sebastian B. Krah, Shengkun Li, Shizeng Yao, Simon Hadfield, Siwei Lyu, Stefan Becker, Stuart Golodetz, Tao Hu, Thomas Mauthner, Vincenzo Santopietro, Wenbo Li, Wolfgang Huebner, Xin Li, Yang Li, Zhan Xu, Zhenyu He, "The Thermal Infrared Visual Object Tracking VOT-TIR2016 Challenge Results", Computer Vision – ECCV 2016 Workshops. ECCV 2016., Lecture Notes in Computer Science, Vol. 9914, 824-849, 2016.
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Amanda Berg, Michael Felsberg, Gustav Häger, Jörgen Ahlberg, "An Overview of the Thermal Infrared Visual Object Tracking VOT-TIR2015 Challenge", Swedish Symposium on Image Analysis, Svenska sällskapet för automatiserad bildanalys (SSBA), 2016.
AbstractKeywordsBiBTeXFulltext
2015
Amanda Berg, Jörgen Ahlberg, Michael Felsberg, "A thermal infrared dataset for evaluation of short-term tracking methods", Swedish Symposium on Image Analysis, Svenska sällskapet för automatiserad bildanalys (SSBA), 2015.
AbstractKeywordsBiBTeXFulltext
Michael Felsberg, Amanda Berg, Gustav Häger, Jörgen Ahlberg, Matej Kristan, Jiri Matas, Ales Leonardis, Luka Cehovin, Gustavo Fernandez, Tomas Vojır, Georg Nebehay, Roman Pflugfelder, Alan Lukezic, Alvaro Garcia-Martin8, Amir Saffari, Ang Li, Andres Solıs Montero, Baojun Zhao, Cordelia Schmid, Dapeng Chen, Dawei Du, Fahad Shahbaz Khan, Fatih Porikli, Gao Zhu, Guibo Zhu, Hanqing Lu, Hilke Kieritz, Hongdong Li, Honggang Qi, Jae-chan Jeong, Jae-il Cho, Jae-Yeong Lee, Jianke Zhu, Jiatong Li, Jiayi Feng, Jinqiao Wang, Ji-Wan Kim, Jochen Lang, Jose M. Martinez, Kai Xue, Karteek Alahari, Liang Ma, Lipeng Ke, Longyin Wen, Luca Bertinetto, Martin Danelljan, Michael Arens, Ming Tang, Ming-Ching Chang, Ondrej Miksik, Philip H S Torr, Rafael Martin-Nieto, Robert Laganiere, Sam Hare, Siwei Lyu, Song-Chun Zhu, Stefan Becker, Stephen L Hicks, Stuart Golodetz, Sunglok Choi, Tianfu Wu, Wolfgang Hubner, Xu Zhao, Yang Hua, Yang Li, Yang Lu, Yuezun Li, Zejian Yuan, Zhibin Hong, "The Thermal Infrared Visual Object Tracking VOT-TIR2015 Challenge Results", Proceedings of the IEEE International Conference on Computer Vision, IEEE International Conference on Computer Vision. Proceedings, 639-651, 2015.
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Jörgen Ahlberg, Amanda Berg, "Evaluating Template Rescaling in Short-Term Single-Object Tracking", 17th IEEE International Workshop on Performance Evaluation of Tracking and Surveillance (PETS), Karlsruhe, Germany, August 25, 2015, 2015.
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Amanda Berg, Jörgen Ahlberg, Michael Felsberg, "A Thermal Object Tracking Benchmark", 12th IEEE International Conference on Advanced Video- and Signal-based Surveillance, Karlsruhe, Germany, August 25-28 2015, 2015.
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Jörgen Ahlberg, Nenad Markuš, Amanda Berg, "Multi-person fever screening using a thermal and a visual camera", Swedish Symposium on Image Analysis, Ystad, Sweden, 17-18 March 2015, 2015.
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Amanda Berg, Kristoffer Öfjäll, Jörgen Ahlberg, Michael Felsberg, "Detecting Rails and Obstacles Using a Train-Mounted Thermal Camera", Image Analysis, Lecture Notes in Computer Science, Vol. 9127, 492-503, 2015.
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2014
Amanda Berg, Jörgen Ahlberg, "Classifying district heating network leakages in aerial thermal imagery", Swedish Symposium on Image Analysis, Svenska sällskapet för automatiserad bildanalys (SSBA), 2014.
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Amanda Berg, Jörgen Ahlberg, "Classification and temporal analysis of district heating leakages in thermal images", Proceedings of The 14th International Symposium on District Heating and Cooling, 2014.
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Amanda Berg, Jörgen Ahlberg, "Classification of leakage detections acquired by airborne thermography of district heating networks", 2014 8th IAPR Workshop on Pattern Recognition in Remote Sensing (PRRS), IAPR Workshop on Pattern Recognition in Remote Sensing, 1-4, 2014.
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Theses

2019
Amanda Berg, "Learning to Analyze what is Beyond the Visible Spectrum", Linköping Studies in Science and Technology. Dissertations, No. 2024, 2019.
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2016
Amanda Berg, "Detection and Tracking in Thermal Infrared Imagery", Linköping Studies in Science and Technology. Thesis, No. 1744, 2016.
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The publication list is extracted from the DiVA - Academic Archive Online - publishing system. The extraction software is developed by Johan Wiklund.
Amanda Berg
 

Amanda Berg

Contact:

Postal address:
Computer Vision Laboratory
Department of Electrical Engineering
SE-581 83 Linköping, Sweden
Phone:
+46(0)730663063
Visit me at:
Building B, Campus Valla
Room 2A:465
- first floor, corridor A,
- between entrances B25 and B27

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My pages:

External pages:


Page responsible: Amanda Berg
Last updated: 2015-06-30