@article{mimiccxr,
	title={MIMIC-CXR, a de-identified publicly available database of chest radiographs with free-text reports},
	author={Johnson, Alistair EW and Pollard, Tom J and Berkowitz, Seth J and Greenbaum, Nathaniel R and Lungren, Matthew P and Deng, Chih-ying and Mark, Roger G and Horng, Steven},
	journal={Scientific data},
	volume={6},
	number={1},
	pages={317},
	year={2019},
	publisher={Nature Publishing Group UK London}
}

@inproceedings{mimicdiffvqa,
	title={Expert knowledge-aware image difference graph representation learning for difference-aware medical visual question answering},
	author={Hu, Xinyue and Gu, Lin and An, Qiyuan and Zhang, Mengliang and Liu, Liangchen and Kobayashi, Kazuma and Harada, Tatsuya and Summers, Ronald M and Zhu, Yingying},
	booktitle={Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining},
	pages={4156--4165},
	year={2023}
}

@misc{mccformers,
	title={Describing and Localizing Multiple Changes with Transformers}, 
	author={Yue Qiu and Shintaro Yamamoto and Kodai Nakashima and Ryota Suzuki and Kenji Iwata and Hirokatsu Kataoka and Yutaka Satoh},
	year={2021},
	eprint={2103.14146},
	archivePrefix={arXiv},
	primaryClass={cs.CV},
	url={https://arxiv.org/abs/2103.14146}
}

@inproceedings{swin,
	title={Swin transformer: Hierarchical vision transformer using shifted windows},
	author={Liu, Ze and Lin, Yutong and Cao, Yue and Hu, Han and Wei, Yixuan and Zhang, Zheng and Lin, Stephen and Guo, Baining},
	booktitle={Proceedings of the IEEE/CVF international conference on computer vision},
	pages={10012--10022},
	year={2021}
}

@misc{vaswani2023attentionneed,
      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={2023},
      eprint={1706.03762},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/1706.03762}, 
}

@misc{tan2020efficientnetrethinkingmodelscaling,
      title={EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks}, 
      author={Mingxing Tan and Quoc V. Le},
      year={2020},
      eprint={1905.11946},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/1905.11946}, 
}

@misc{wu2022tinyvitfastpretrainingdistillation,
      title={TinyViT: Fast Pretraining Distillation for Small Vision Transformers}, 
      author={Kan Wu and Jinnian Zhang and Houwen Peng and Mengchen Liu and Bin Xiao and Jianlong Fu and Lu Yuan},
      year={2022},
      eprint={2207.10666},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2207.10666}, 
}

@misc{idcpcl,
	title={Image Difference Captioning with Pre-training and Contrastive Learning}, 
	author={Linli Yao and Weiying Wang and Qin Jin},
	year={2022},
	eprint={2202.04298},
	archivePrefix={arXiv},
	primaryClass={cs.MM},
	url={https://arxiv.org/abs/2202.04298}
}

@inproceedings{eieall,
	address = {Cham},
	title = {Expert {Insight}-{Enhanced} {Follow}-{Up} {Chest} {X}-ray {Summary} {Generation}},
	isbn = {978-3-031-66535-6},
	doi = {10.1007/978-3-031-66535-6_21},
	language = {en},
	booktitle = {Artificial {Intelligence} in {Medicine}},
	publisher = {Springer Nature Switzerland},
	author = {Wang, Zhichuan and Lee, Kinhei and Deng, Qiao and So, Tiffany Y. and Chiu, Wan Hang and Zhou, Bingjing and Hui, Edward S.},
	editor = {Finkelstein, Joseph and Moskovitch, Robert and Parimbelli, Enea},
	year = {2024},
	keywords = {Follow-up chest X-ray, follow-up summary generation, multimodal representation learning},
	pages = {181--193}
}

@incollection{cfgcl,
	address = {Cham},
	title = {Leveraging {Coarse}-to-{Fine} {Grained} {Representations} in {Contrastive} {Learning} for {Differential} {Medical} {Visual} {Question} {Answering}},
	volume = {15005},
	isbn = {978-3-031-72085-7 978-3-031-72086-4},
	url = {https://link.springer.com/10.1007/978-3-031-72086-4_39},
	language = {en},
	urldate = {2024-11-30},
	booktitle = {Medical {Image} {Computing} and {Computer} {Assisted} {Intervention} – {MICCAI} 2024},
	publisher = {Springer Nature Switzerland},
	author = {Liang, Xiao and Wang, Yin and Wang, Di and Jiao, Zhicheng and Zhong, Haodi and Yang, Mengyu and Wang, Quan},
	editor = {Linguraru, Marius George and Dou, Qi and Feragen, Aasa and Giannarou, Stamatia and Glocker, Ben and Lekadir, Karim and Schnabel, Julia A.},
	year = {2024},
	doi = {10.1007/978-3-031-72086-4_39},
	note = {Series Title: Lecture Notes in Computer Science},
	pages = {415--425}
}

@incollection{regiomix,
	address = {Cham},
	title = {Region-{Specific} {Retrieval} {Augmentation} for {Longitudinal} {Visual} {Question} {Answering}: {A} {Mix}-and-{Match} {Paradigm}},
	volume = {15005},
	isbn = {978-3-031-72085-7 978-3-031-72086-4},
	shorttitle = {Region-{Specific} {Retrieval} {Augmentation} for {Longitudinal} {Visual} {Question} {Answering}},
	url = {https://link.springer.com/10.1007/978-3-031-72086-4_55},
	language = {en},
	urldate = {2024-11-30},
	booktitle = {Medical {Image} {Computing} and {Computer} {Assisted} {Intervention} – {MICCAI} 2024},
	publisher = {Springer Nature Switzerland},
	author = {Yung, Ka-Wai and Sivaraj, Jayaram and Stoyanov, Danail and Loukogeorgakis, Stavros and Mazomenos, Evangelos B.},
	editor = {Linguraru, Marius George and Dou, Qi and Feragen, Aasa and Giannarou, Stamatia and Glocker, Ben and Lekadir, Karim and Schnabel, Julia A.},
	year = {2024},
	doi = {10.1007/978-3-031-72086-4_55},
	note = {Series Title: Lecture Notes in Computer Science},
	pages = {585--594},
}

@misc{plural,
	title = {Pretraining {Vision}-{Language} {Model} for {Difference} {Visual} {Question} {Answering} in {Longitudinal} {Chest} {X}-rays},
	url = {http://arxiv.org/abs/2402.08966},
	doi = {10.48550/arXiv.2402.08966},
	language = {en},
	urldate = {2024-11-30},
	publisher = {arXiv},
	author = {Cho, Yeongjae and Kim, Taehee and Shin, Heejun and Cho, Sungzoon and Shin, Dongmyung},
	month = jun,
	year = {2024},
	note = {arXiv:2402.08966 [cs]},
	keywords = {Computer Science - Computation and Language, Computer Science - Computer Vision and Pattern Recognition},
}

@article{bert,
	title={Bert: Pre-training of deep bidirectional transformers for language understanding},
	author={Devlin, Jacob},
	journal={arXiv preprint arXiv:1810.04805},
	year={2018}
}

@misc{vit,
	title={An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale}, 
	author={Alexey Dosovitskiy and Lucas Beyer and Alexander Kolesnikov and Dirk Weissenborn and Xiaohua Zhai and Thomas Unterthiner and Mostafa Dehghani and Matthias Minderer and Georg Heigold and Sylvain Gelly and Jakob Uszkoreit and Neil Houlsby},
	year={2021},
	eprint={2010.11929},
	archivePrefix={arXiv},
	primaryClass={cs.CV},
	url={https://arxiv.org/abs/2010.11929}, 
}

@inproceedings{real,
	address = {Cham},
	title = {Spot the {Difference}: {Difference} {Visual} {Question} {Answering} with {Residual} {Alignment}},
	isbn = {978-3-031-72086-4},
	shorttitle = {Spot the {Difference}},
	doi = {10.1007/978-3-031-72086-4_61},
	language = {en},
	booktitle = {Medical {Image} {Computing} and {Computer} {Assisted} {Intervention} – {MICCAI} 2024},
	publisher = {Springer Nature Switzerland},
	author = {Lu, Zilin and Xie, Yutong and Zeng, Qingjie and Lu, Mengkang and Wu, Qi and Xia, Yong},
	editor = {Linguraru, Marius George and Dou, Qi and Feragen, Aasa and Giannarou, Stamatia and Glocker, Ben and Lekadir, Karim and Schnabel, Julia A.},
	year = {2024},
	keywords = {Diffenence VQA, Generative model, Residual feature alignment},
	pages = {649--658},
}

@misc{chexpert,
	title={CheXpert: A Large Chest Radiograph Dataset with Uncertainty Labels and Expert Comparison}, 
	author={Jeremy Irvin and Pranav Rajpurkar and Michael Ko and Yifan Yu and Silviana Ciurea-Ilcus and Chris Chute and Henrik Marklund and Behzad Haghgoo and Robyn Ball and Katie Shpanskaya and Jayne Seekins and David A. Mong and Safwan S. Halabi and Jesse K. Sandberg and Ricky Jones and David B. Larson and Curtis P. Langlotz and Bhavik N. Patel and Matthew P. Lungren and Andrew Y. Ng},
	year={2019},
	eprint={1901.07031},
	archivePrefix={arXiv},
	primaryClass={cs.CV},
	url={https://arxiv.org/abs/1901.07031}, 
}

@misc{lora,
	title={LoRA: Low-Rank Adaptation of Large Language Models}, 
	author={Edward J. Hu and Yelong Shen and Phillip Wallis and Zeyuan Allen-Zhu and Yuanzhi Li and Shean Wang and Lu Wang and Weizhu Chen},
	year={2021},
	eprint={2106.09685},
	archivePrefix={arXiv},
	primaryClass={cs.CL},
	url={https://arxiv.org/abs/2106.09685}, 
}

@INPROCEEDINGS{imagenet1k,
	author={Deng, Jia and Dong, Wei and Socher, Richard and Li, Li-Jia and Kai Li and Li Fei-Fei},
	booktitle={2009 IEEE Conference on Computer Vision and Pattern Recognition}, 
	title={ImageNet: A large-scale hierarchical image database}, 
	year={2009},
	volume={},
	number={},
	pages={248-255},
	keywords={Large-scale systems;Image databases;Explosions;Internet;Robustness;Information retrieval;Image retrieval;Multimedia databases;Ontologies;Spine},
	doi={10.1109/CVPR.2009.5206848}
}

@misc{regat,
	title={Relation-Aware Graph Attention Network for Visual Question Answering}, 
	author={Linjie Li and Zhe Gan and Yu Cheng and Jingjing Liu},
	year={2019},
	eprint={1903.12314},
	archivePrefix={arXiv},
	primaryClass={cs.CV},
	url={https://arxiv.org/abs/1903.12314}, 
}

@misc{fasterrcnn,
	title={Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks}, 
	author={Shaoqing Ren and Kaiming He and Ross Girshick and Jian Sun},
	year={2016},
	eprint={1506.01497},
	archivePrefix={arXiv},
	primaryClass={cs.CV},
	url={https://arxiv.org/abs/1506.01497}, 
}

@article{gpt2,
	title={Language Models are Unsupervised Multitask Learners},
	author={Radford, Alec and Wu, Jeff and Child, Rewon and Luan, David and Amodei, Dario and Sutskever, Ilya},
	year={2019}
}

@misc{resnet,
	title={Deep Residual Learning for Image Recognition}, 
	author={Kaiming He and Xiangyu Zhang and Shaoqing Ren and Jian Sun},
	year={2015},
	eprint={1512.03385},
	archivePrefix={arXiv},
	primaryClass={cs.CV},
	url={https://arxiv.org/abs/1512.03385}, 
}

@misc{coco,
	title={Microsoft COCO: Common Objects in Context},
	author={Tsung-Yi Lin and Michael Maire and Serge Belongie and Lubomir Bourdev and Ross Girshick and James Hays and Pietro Perona and Deva Ramanan and C. Lawrence Zitnick and Piotr Dollár},
	year={2015},
	eprint={1405.0312},
	archivePrefix={arXiv},
	primaryClass={cs.CV}
}

@misc{cc12m,
	title={Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts}, 
	author={Soravit Changpinyo and Piyush Sharma and Nan Ding and Radu Soricut},
	year={2021},
	eprint={2102.08981},
	archivePrefix={arXiv},
	primaryClass={cs.CV},
	url={https://arxiv.org/abs/2102.08981}, 
}

@inproceedings{bleu,
	author = {Papineni, Kishore and Roukos, Salim and Ward, Todd and Zhu, Wei-Jing},
	title = {BLEU: a method for automatic evaluation of machine translation},
	year = {2002},
	publisher = {Association for Computational Linguistics},
	address = {USA},
	url = {https://doi.org/10.3115/1073083.1073135},
	doi = {10.3115/1073083.1073135},
	abstract = {Human evaluations of machine translation are extensive but expensive. Human evaluations can take months to finish and involve human labor that can not be reused. We propose a method of automatic machine translation evaluation that is quick, inexpensive, and language-independent, that correlates highly with human evaluation, and that has little marginal cost per run. We present this method as an automated understudy to skilled human judges which substitutes for them when there is need for quick or frequent evaluations.},
	booktitle = {Proceedings of the 40th Annual Meeting on Association for Computational Linguistics},
	pages = {311–318},
	numpages = {8},
	location = {Philadelphia, Pennsylvania},
	series = {ACL '02}
}

@inproceedings{meteor,
    title = "{METEOR}: An Automatic Metric for {MT} Evaluation with Improved Correlation with Human Judgments",
    author = "Banerjee, Satanjeev  and Lavie, Alon",
    editor = "Goldstein, Jade  and Lavie, Alon  and Lin, Chin-Yew  and Voss, Clare",
    booktitle = "Proceedings of the {ACL} Workshop on Intrinsic and Extrinsic Evaluation Measures for Machine Translation and/or Summarization",
    month = jun,
    year = "2005",
    address = "Ann Arbor, Michigan",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/W05-0909/",
    pages = "65--72"
}

@inproceedings{rouge,
    title = "{ROUGE}: A Package for Automatic Evaluation of Summaries",
    author = "Lin, Chin-Yew",
    booktitle = "Text Summarization Branches Out",
    month = jul,
    year = "2004",
    address = "Barcelona, Spain",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/W04-1013/",
    pages = "74--81"
}

@misc{cider,
	title={CIDEr: Consensus-based Image Description Evaluation}, 
	author={Ramakrishna Vedantam and C. Lawrence Zitnick and Devi Parikh},
	year={2015},
	eprint={1411.5726},
	archivePrefix={arXiv},
	primaryClass={cs.CV},
	url={https://arxiv.org/abs/1411.5726}, 
}

@article{hnm,
	author={Sung, K.-K. and Poggio, T.},
	journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, 
	title={Example-based learning for view-based human face detection}, 
	year={1998},
	volume={20},
	number={1},
	pages={39-51},
	keywords={Humans;Face detection;Object detection;Face recognition;Distributed computing;Pattern recognition;Target recognition;Computer vision;Pattern matching;Solid modeling},
	doi={10.1109/34.655648}
}

@misc{adam,
	title={Adam: A Method for Stochastic Optimization}, 
	author={Diederik P. Kingma and Jimmy Ba},
	year={2017},
	eprint={1412.6980},
	archivePrefix={arXiv},
	primaryClass={cs.LG},
	url={https://arxiv.org/abs/1412.6980}, 
}

@misc{adamw,
	title={Decoupled Weight Decay Regularization}, 
	author={Ilya Loshchilov and Frank Hutter},
	year={2019},
	eprint={1711.05101},
	archivePrefix={arXiv},
	primaryClass={cs.LG},
	url={https://arxiv.org/abs/1711.05101}, 
}

@misc{ofa,
    title={OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework}, 
    author={Peng Wang and An Yang and Rui Men and Junyang Lin and Shuai Bai and Zhikang Li and Jianxin Ma and Chang Zhou and Jingren Zhou and Hongxia Yang},
    year={2022},
    eprint={2202.03052},
    archivePrefix={arXiv},
    primaryClass={cs.CV},
    url={https://arxiv.org/abs/2202.03052}, 
}

@article{lstm,
    author={Hochreiter, Sepp and Schmidhuber, Jürgen},
    journal={Neural Computation}, 
    title={Long Short-Term Memory}, 
    year={1997},
    volume={9},
    number={8},
    pages={1735-1780},
    keywords={},
    doi={10.1162/neco.1997.9.8.1735}
}

@misc{imagenet21k,
      title={ImageNet-21K Pretraining for the Masses}, 
      author={Tal Ridnik and Emanuel Ben-Baruch and Asaf Noy and Lihi Zelnik-Manor},
      year={2021},
      eprint={2104.10972},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2104.10972}, 
}

@misc{bertscore,
      title={BERTScore: Evaluating Text Generation with BERT}, 
      author={Tianyi Zhang and Varsha Kishore and Felix Wu and Kilian Q. Weinberger and Yoav Artzi},
      year={2020},
      eprint={1904.09675},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/1904.09675}, 
}
