@Preamble{ " \newcommand{\noop}[1]{} " }


@inproceedings{EyeGuide,
author    = {Jacqueline Kockwelp and Jörg Gromoll and Joachim Wistuba and Benjamin Risse},
title     = {EyeGuide - From Gaze Data to Instance Segmentation},
booktitle = {34rd British Machine Vision Conference 2023, {BMVC} 2023, Aberdeen, UK, November 20-24, 2023},
publisher = {{BMVA} Press},
year      = {2023},
url       = {}
}

@misc{BMVC2023_dataset,
author = {Kockwelp, Jacqueline and Risse, Benjamin and Gromoll, Jörg and Wistuba, Joachim},
title = {EyeGuide - From Gaze Data to Instance Segmentation},
year = {2023},
doi = {10.17879/29928498088},
howpublished= {\url{https://miami.uni-muenster.de/Record/10.17879%2F29928498088}}
}


@article{kirillov2023segment,
  title={Segment anything},
  author={Kirillov, Alexander and Mintun, Eric and Ravi, Nikhila and Mao, Hanzi and Rolland, Chloe and Gustafson, Laura and Xiao, Tete and Whitehead, Spencer and Berg, Alexander C and Lo, Wan-Yen and others},
  journal={arXiv preprint arXiv:2304.02643},
  year={2023}
}

@misc{vaswani2023attention,
      title={Attention Is All You Need}, 
      author={Ashish Vaswani and Noam Shazeer and Niki Parmar and Jakob Uszkoreit and Llion Jones and Aidan N. Gomez and Lukasz Kaiser and Illia Polosukhin},
      year={2017},
      eprint={1706.03762},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}

@misc{pascal-voc-2012,
	author = "Everingham, M. and Van~Gool, L. and Williams, C. K. I. and Winn, J. and Zisserman, A.",
	title = "The {PASCAL} {V}isual {O}bject {C}lasses {C}hallenge 2012 {(VOC2012)} {R}esults",
	howpublished = "http://www.pascal-network.org/challenges/VOC/voc2012/workshop/index.html",
    year = 2012
}



@article{Stringer2021,
  title={Cellpose: a generalist algorithm for cellular segmentation},
  author={Stringer, Carsen and Wang, Tim and Michaelos, Michalis and Pachitariu, Marius},
  journal={Nature methods},
  volume={18},
  number={1},
  pages={100--106},
  year={2021},
  publisher={Nature Publishing Group US New York}
}

@inproceedings{salvucci2000identifying,
  title={Identifying fixations and saccades in eye-tracking protocols},
  author={Salvucci, Dario D and Goldberg, Joseph H},
  booktitle={Proceedings of the 2000 symposium on Eye tracking research \& applications},
  pages={71--78},
  year={2000}
}


@article{DBLP:journals/corr/abs-1711-09081,
  author       = {Kevis{-}Kokitsi Maninis and
                  Sergi Caelles and
                  Jordi Pont{-}Tuset and
                  Luc Van Gool},
  title        = {Deep Extreme Cut: From Extreme Points to Object Segmentation},
  journal      = {CoRR},
  volume       = {abs/1711.09081},
  year         = {2017},
  eprinttype    = {arXiv},
  eprint       = {1711.09081},
  timestamp    = {Mon, 13 Aug 2018 16:46:38 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1711-09081.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@article{LeCun:2015dt, 
year = {2015}, 
rating = {0}, 
title = {{Deep learning}}, 
author = {LeCun, Yann and Bengio, Yoshua and Hinton, Geoffrey}, 
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}


@article{10.1016/j.cosrev.2021.100379, 
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title = {{A survey on deep learning and its applications}}, 
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@article{10.1007/s41095-020-0177-5, 
year = {2020}, 
title = {{A survey of recent interactive image segmentation methods}}, 
author = {Ramadan, Hiba and Lachqar, Chaymae and Tairi, Hamid}, 
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number = {4}, 
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keywords = {}, 
}


@article{10.1148/rg.2017170077, 
year = {2017}, 
rating = {1}, 
title = {{Deep Learning: A Primer for Radiologists}}, 
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journal = {RadioGraphics}, 
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@article{10.1007/978-3-030-58583-9_18, 
year = {2020}, 
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title = {{Box2Seg: Attention Weighted Loss and Discriminative Feature Learning for Weakly Supervised Segmentation}}, 
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journal = {Lecture Notes in Computer Science}, 
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keywords = {}, 
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@article{10.1109/iccv.2015.191, 
year = {2015}, 
title = {{BoxSup: Exploiting Bounding Boxes to Supervise Convolutional Networks for Semantic Segmentation}}, 
author = {Dai, Jifeng and He, Kaiming and Sun, Jian}, 
journal = {2015 IEEE International Conference on Computer Vision (ICCV)}, 
doi = {10.1109/iccv.2015.191}, 
pages = {1635--1643}, 
keywords = {}, 
}

@article{10.1109/cvpr.2017.181, 
year = {2017}, 
title = {{Simple Does It: Weakly Supervised Instance and Semantic Segmentation}}, 
author = {Khoreva, Anna and Benenson, Rodrigo and Hosang, Jan and Hein, Matthias and Schiele, Bernt}, 
journal = {2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)}, 
doi = {10.1109/cvpr.2017.181}, 
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}

@article{10.1109/cvpr46437.2021.00540, 
year = {2021}, 
title = {{BoxInst: High-Performance Instance Segmentation with Box Annotations}}, 
author = {Tian, Zhi and Shen, Chunhua and Wang, Xinlong and Chen, Hao}, 
journal = {2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, 
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volume = {00}, 
}

@article{10.1109/cvpr.2016.344, 
year = {2016}, 
title = {{ScribbleSup: Scribble-Supervised Convolutional Networks for Semantic Segmentation}}, 
author = {Lin, Di and Dai, Jifeng and Jia, Jiaya and He, Kaiming and Sun, Jian}, 
journal = {2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)}, 
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}

@InProceedings{Peng_2020_CVPR,
author = {Peng, Sida and Jiang, Wen and Pi, Huaijin and Li, Xiuli and Bao, Hujun and Zhou, Xiaowei},
title = {Deep Snake for Real-Time Instance Segmentation},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
month = {June},
year = {2020}
} 

@article{10.48550/arxiv.1704.06189, 
year = {2017}, 
title = {{Training object class detectors with click supervision}}, 
author = {Papadopoulos, Dim P and Uijlings, Jasper R R and Keller, Frank and Ferrari, Vittorio}, 
journal = {CVPR}, 
doi = {10.48550/arxiv.1704.06189}, 
eprint = {1704.06189}, 
}

@INPROCEEDINGS{Papadopoulos,
  author={Papadopoulos, Dim P. and Uijlings, Jasper R. R. and Keller, Frank and Ferrari, Vittorio},
  booktitle={2017 IEEE International Conference on Computer Vision (ICCV)}, 
  title={Extreme Clicking for Efficient Object Annotation}, 
  year={2017},
  volume={},
  number={},
  pages={4940-4949},
  doi={10.1109/ICCV.2017.528}
}

@article{10.1007/978-3-319-46478-7_34, 
year = {2016}, 
title = {{What’s the Point: Semantic Segmentation with Point Supervision}}, 
author = {Bearman, Amy and Russakovsky, Olga and Ferrari, Vittorio and Fei-Fei, Li}, 
journal = {Lecture Notes in Computer Science}, 
issn = {0302-9743}, 
doi = {10.1007/978-3-319-46478-7\_34}, 
pages = {549--565}, 
}

@article{10.48550/arxiv.1603.04042, 
year = {2016}, 
rating = {2}, 
title = {{Deep Interactive Object Selection}}, 
author = {Xu, Ning and Price, Brian and Cohen, Scott and Yang, Jimei and Huang, Thomas}, 
journal = {CVPR}, 
doi = {10.48550/arxiv.1603.04042}, 
eprint = {1603.04042}, 
}

@article{Koohbanani, 
year = {2020}, 
title = {{NuClick: A Deep Learning Framework for Interactive Segmentation of Microscopy Images}}, 
author = {Koohbanani, Navid Alemi and Jahanifar, Mostafa and Tajadin, Neda Zamani and Rajpoot, Nasir}, 
journal = {arXiv}, 
doi = {10.48550/arxiv.2005.14511}, 
eprint = {2005.14511}, 
}

@article{mathe2014actions,
  title={Actions in the eye: Dynamic gaze datasets and learnt saliency models for visual recognition},
  author={Mathe, Stefan and Sminchisescu, Cristian},
  journal={IEEE transactions on pattern analysis and machine intelligence},
  volume={37},
  number={7},
  pages={1408--1424},
  year={2014},
  publisher={IEEE}
}


@article{wang_follow, 
year = {2022}, 
rating = {3}, 
keywords = {Eye Tracking}, 
title = {{Follow My Eye: Using Gaze to Supervise Computer-Aided Diagnosis}}, 
author = {Wang, Sheng and Ouyang, Xi and Liu, Tianming and Wang, Qian and Shen, Dinggang and Wang, Sheng}, 
journal = {IEEE Transactions on Medical Imaging}, 
issn = {0278-0062}, 
doi = {10.1109/tmi.2022.3146973}, 
pmid = {35085074}, 
eprint = {2204.02976}, 
pages = {1688--1698}, 
number = {7}, 
volume = {41}, 
}


@article{radiotransformer, 
year = {2022}, 
title = {{RadioTransformer: A Cascaded Global-Focal Transformer for Visual Attention–Guided Disease Classification}}, 
author = {Bhattacharya, Moinak and Jain, Shubham and Prasanna, Prateek}, 
journal = {Lecture Notes in Computer Science}, 
issn = {0302-9743}, 
doi = {10.1007/978-3-031-19803-8\_40}, 
pages = {679--698}, 
}

@article{Yu_gaze, 
year = {2017}, 
rating = {2}, 
keywords = {Eye Tracking}, 
title = {{Supervising Neural Attention Models for Video Captioning by Human Gaze Data}}, 
author = {Yu, Youngjae and Choi, Jongwook and Kim, Yeonhwa and Yoo, Kyung and Lee, Sang-Hun and Kim, Gunhee}, 
journal = {CVPR}, 
doi = {10.48550/arxiv.1707.06029}, 
eprint = {1707.06029}, 
}

@article{Saab_gaze, 
year = {2021}, 
rating = {4}, 
keywords = {Eye Tracking}, 
title = {{Observational Supervision for Medical Image Classification Using Gaze Data}}, 
author = {Saab, Khaled and Hooper, Sarah M. and Sohoni, Nimit S. and Parmar, Jupinder and Pogatchnik, Brian and Wu, Sen and Dunnmon, Jared A. and Zhang, Hongyang R. and Rubin, Daniel and Ré, Christopher}, 
journal = {Lecture Notes in Computer Science}, 
issn = {0302-9743}, 
doi = {10.1007/978-3-030-87196-3\_56}, 
pages = {603--614}, 
}

@article{Wang_gaze, 
year = {2017}, 
rating = {2}, 
keywords = {Eye Tracking}, 
title = {{Gaze latent support vector machine for image classification improved by weakly supervised region selection}}, 
author = {Wang, Xin and Thome, Nicolas and Cord, Matthieu}, 
journal = {Pattern Recognition}, 
issn = {0031-3203}, 
doi = {10.1016/j.patcog.2017.07.001}, 
pages = {59--71}, 
volume = {72}, 
}

@article{Karessli_gaze, 
year = {2016}, 
rating = {5}, 
keywords = {Eye Tracking}, 
title = {{Gaze Embeddings for Zero-Shot Image Classification}}, 
author = {Karessli, Nour and Akata, Zeynep and Schiele, Bernt and Bulling, Andreas}, 
journal = {CVPR}, 
doi = {10.48550/arxiv.1611.09309}, 
eprint = {1611.09309}, 
}

@article{Murrugarra_gaze, 
year = {2017}, 
rating = {2}, 
keywords = {Eye Tracking,Facial Expressions}, 
title = {{Learning Attributes from Human Gaze}}, 
author = {Murrugarra-Llerena, Nils and Kovashka, Adriana}, 
journal = {2017 IEEE Winter Conference on Applications of Computer Vision (WACV)}, 
doi = {10.1109/wacv.2017.63}, 
pages = {510--519}, 
}

@ARTICLE{Stember,
  title    = "Eye Tracking for Deep Learning Segmentation Using Convolutional
              Neural Networks",
  author   = "Stember, J N and Celik, H and Krupinski, E and Chang, P D and
              Mutasa, S and Wood, B J and Lignelli, A and Moonis, G and
              Schwartz, L H and Jambawalikar, S and Bagci, U",
  journal  = "J Digit Imaging",
  volume   =  32,
  number   =  4,
  pages    = "597--604",
  month    =  aug,
  year     =  2019,
  address  = "United States",
  keywords = "Artificial intelligence; Deep learning; Eye tracking; Meningioma;
              Segmentation",
  language = "en"
}

@article{Stember2, 
year = {2020}, 
rating = {3}, 
keywords = {Eye Tracking}, 
title = {{Integrating Eye Tracking and Speech Recognition Accurately Annotates MR Brain Images for Deep Learning: Proof of Principle}}, 
author = {Stember, Joseph N. and Celik, Haydar and Gutman, David and Swinburne, Nathaniel and Young, Robert and Eskreis-Winkler, Sarah and Holodny, Andrei and Jambawalikar, Sachin and Wood, Bradford J. and Chang, Peter D. and Krupinski, Elizabeth and Bagci, Ulas}, 
journal = {Radiology: Artificial Intelligence}, 
doi = {10.1148/ryai.2020200047}, 
pmid = {33842890}, 
pmcid = {PMC7845782},  
pages = {e200047}, 
number = {1}, 
volume = {3}, 
}

@article{deepGrabCut, 
year = {2017}, 
title = {{Deep GrabCut for Object Selection}}, 
author = {Xu, Ning and Price, Brian and Cohen, Scott and Yang, Jimei and Huang, Thomas}, 
journal = {BMVC}, 
doi = {10.48550/arxiv.1707.00243}, 
eprint = {1707.00243}, 
}

@article{wang2023gazesam,
  title={GazeSAM: What You See is What You Segment},
  author={Wang, Bin and Aboah, Armstrong and Zhang, Zheyuan and Bagci, Ulas},
  journal={arXiv preprint arXiv:2304.13844},
  year={2023}
}