@inproceedings{he2016deep,
  title={Deep residual learning for image recognition},
  author={He, Kaiming and Zhang, Xiangyu and Ren, Shaoqing and Sun, Jian},
  booktitle={Proceedings of the IEEE conference on computer vision and pattern recognition},
  pages={770--778},
  year={2016}
}


@inproceedings{woo2023convnext,
  title={Convnext v2: Co-designing and scaling convnets with masked autoencoders},
  author={Woo, Sanghyun and Debnath, Shoubhik and Hu, Ronghang and Chen, Xinlei and Liu, Zhuang and Kweon, In So and Xie, Saining},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={16133--16142},
  year={2023}
}


@article{regan2011genetic,
  title={Genetic epidemiology of COPD (COPDGene) study design},
  author={Regan, Elizabeth A and Hokanson, John E and Murphy, James R and Make, Barry and Lynch, David A and Beaty, Terri H and Curran-Everett, Douglas and Silverman, Edwin K and Crapo, James D},
  journal={COPD: Journal of Chronic Obstructive Pulmonary Disease},
  volume={7},
  number={1},
  pages={32--43},
  year={2011},
  publisher={Taylor \& Francis}
}


@article{bhamani2025low,
  title={Low-dose CT for lung cancer screening in a high-risk population (SUMMIT): a prospective, longitudinal cohort study},
  author={Bhamani, Amyn and Creamer, Andrew and Verghese, Priyam and Prendecki, Ruth and Horst, Carolyn and Tisi, Sophie and Hall, Helen and Khaw, Chuen Ryan and Mullin, Monica and McCabe, John and others},
  journal={The Lancet Oncology},
  volume={26},
  number={5},
  pages={609--619},
  year={2025},
  publisher={Elsevier}
}


@article{mcconnell2025computationally,
  title={A computationally frugal open-source foundation model for thoracic disease detection in lung cancer screening programs},
  author={McConnell, Niccol{\`o} and Vasudev, Pardeep and Yamada, Daisuke and Cheng, Daryl and Azimbagirad, Mehran and McCabe, John and Aslani, Shahab and Shahin, Ahmed H and Zhou, Yukun and Altmann, Andre and others},
  journal={arXiv preprint arXiv:2507.01881},
  year={2025}
}


@inproceedings{he2022masked,
  title={Masked autoencoders are scalable vision learners},
  author={He, Kaiming and Chen, Xinlei and Xie, Saining and Li, Yanghao and Doll{\'a}r, Piotr and Girshick, Ross},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={16000--16009},
  year={2022}
}



@article{chen2019med3d,
  title={Med3d: Transfer learning for 3d medical image analysis},
  author={Chen, Sihong and Ma, Kai and Zheng, Yefeng},
  journal={arXiv preprint arXiv:1904.00625},
  year={2019}
}

@inproceedings{ilse2018attention,
  title={Attention-based deep multiple instance learning},
  author={Ilse, Maximilian and Tomczak, Jakub and Welling, Max},
  booktitle={International conference on machine learning},
  pages={2127--2136},
  year={2018},
  organization={PMLR}
}

@article{wasserthal2023totalsegmentator,
  title={TotalSegmentator: robust segmentation of 104 anatomic structures in CT images},
  author={Wasserthal, Jakob and Breit, Hanns-Christian and Meyer, Manfred T and Pradella, Maurice and Hinck, Daniel and Sauter, Alexander W and Heye, Tobias and Boll, Daniel T and Cyriac, Joshy and Yang, Shan and others},
  journal={Radiology: Artificial Intelligence},
  volume={5},
  number={5},
  pages={e230024},
  year={2023},
  publisher={Radiological Society of North America}
}


@article{dosovitskiy2020image,
  title={An image is worth 16x16 words: Transformers for image recognition at scale},
  author={Dosovitskiy, Alexey},
  journal={arXiv preprint arXiv:2010.11929},
  year={2020}
}






@article{1,
  title={Reduced lung-cancer mortality with volume CT screening in a randomized trial},
  author={de Koning, Harry J and van Der Aalst, Carlijn M and de Jong, Pim A and Scholten, Ernst T and Nackaerts, Kristiaan and Heuvelmans, Marjolein A and Lammers, Jan-Willem J and Weenink, Carla and Yousaf-Khan, Uraujh and Horeweg, Nanda and others},
  journal={New England journal of medicine},
  volume={382},
  number={6},
  pages={503--513},
  year={2020},
  publisher={Mass Medical Soc}
}



@article{2,
  title={The national lung screening trial: overview and study design},
  author={National Lung Screening Trial Research Team},
  journal={Radiology},
  volume={258},
  number={1},
  pages={243--253},
  year={2011},
  publisher={Radiological Society of North America, Inc.}
}




@article{3,
  title={Computed tomography on lung cancer screening is useful for adjuvant comorbidity diagnosis in developing countries},
  author={de Mattos, Juliane Nascimento and Escovar, Carlos Eug{\^e}nio Santiago and Zereu, Manuela and Rubin, Adalberto Sperb and Camargo, Spencer Marcantonio and Mohammed, Tan-Lucien and Dos Santos, Ricardo Sales and Verma, Nupur and Pereira, Diana Penha and Pinto, Erique Guedes and others},
  journal={ERJ open research},
  volume={8},
  number={2},
  year={2022},
  publisher={European Respiratory Society}
}

@article{dickson2023uptake,
  title={Uptake of invitations to a lung health check offering low-dose CT lung cancer screening among an ethnically and socioeconomically diverse population at risk of lung cancer in the UK (SUMMIT): a prospective, longitudinal cohort study},
  author={Dickson, Jennifer L and Hall, Helen and Horst, Carolyn and Tisi, Sophie and Verghese, Priyam and Mullin, Anne-Marie and Teague, Jon and Farrelly, Laura and Bowyer, Vicky and Gyertson, Kylie and others},
  journal={The Lancet Public Health},
  volume={8},
  number={2},
  pages={e130--e140},
  year={2023},
  publisher={Elsevier}
}


@misc{8,
  author       = {{Cancer Research UK}},
  title        = {Lung cancer screening},
  year         = {2024},
  howpublished = {\url{https://www.cancerresearchuk.org/health-professional/cancer-screening/lung-cancer-screening}},
  note         = {Accessed: 2025-02-10}
}

@misc{9,
  author       = {{The Royal College of Radiologists}},
  title        = {Clinical Radiology Workforce Census 2023},
  year         = {2023},
  howpublished = {\url{https://www.rcr.ac.uk/news-policy/policy-reports-initiatives/clinical-radiology-census-reports/}},
  note         = {Accessed: 2025-02-10}
}



@article{jin2013interstitial,
  title={Interstitial lung abnormalities in a CT lung cancer screening population: prevalence and progression rate},
  author={Jin, Gong Yong and Lynch, David and Chawla, Ashish and Garg, Kavita and Tammemagi, Martin C and Sahin, Hakan and Misumi, Shigeki and Kwon, Keun Sang},
  journal={Radiology},
  volume={268},
  number={2},
  pages={563--571},
  year={2013},
  publisher={Radiological Society of North America, Inc.}
}


@article{brown2019interstitial,
  title={Interstitial lung abnormalities and lung cancer risk in the National Lung Screening Trial},
  author={Brown, Stacey-Ann Whittaker and Padilla, Maria and Mhango, Grace and Powell, Charles and Salvatore, Mary and Henschke, Claudia and Yankelevitz, David and Sigel, Keith and De-Torres, Juan P and Wisnivesky, Juan},
  journal={Chest},
  volume={156},
  number={6},
  pages={1195--1203},
  year={2019},
  publisher={Elsevier}
}

@article{putman2016association,
  title={Association between interstitial lung abnormalities and all-cause mortality},
  author={Putman, Rachel K and Hatabu, Hiroto and Araki, Tetsuro and Gudmundsson, Gunnar and Gao, Wei and Nishino, Mizuki and Okajima, Yuka and Dupuis, Jos{\'e}e and Latourelle, Jeanne C and Cho, Michael H and others},
  journal={Jama},
  volume={315},
  number={7},
  pages={672--681},
  year={2016},
  publisher={American Medical Association}
}


@article{sanders2023relationship,
  title={The relationship between interstitial lung abnormalities, mortality, and multimorbidity: a cohort study},
  author={Sanders, Jason Leigh and Axelsson, Gisli and Putman, Rachel and Menon, Aravind and Dupuis, Jos{\'e}e and Xu, Hanfei and Wang, Shuai and Murabito, Joanne and Vasan, Ramachandran and Araki, Tetsuro and others},
  journal={Thorax},
  volume={78},
  number={6},
  pages={559--565},
  year={2023},
  publisher={BMJ Publishing Group Ltd}
}


@article{hatabu2020interstitial,
  title={Interstitial lung abnormalities detected incidentally on CT: a position paper from the Fleischner Society},
  author={Hatabu, Hiroto and Hunninghake, Gary M and Richeldi, Luca and Brown, Kevin K and Wells, Athol U and Remy-Jardin, Martine and Verschakelen, Johny and Nicholson, Andrew G and Beasley, Mary B and Christiani, David C and others},
  journal={The lancet Respiratory medicine},
  volume={8},
  number={7},
  pages={726--737},
  year={2020},
  publisher={Elsevier}
}


@incollection{inoue2025clinical,
  title={Clinical Practice Guideline, ATS/JRS/ALAT2020, CHEST2021, JRS2022: What Are the Clinical Guidelines in HP?},
  author={Inoue, Yoshikazu},
  booktitle={Hypersensitivity Pneumonitis},
  pages={35--54},
  year={2025},
  publisher={Springer}
}


@article{hunninghake2022detection,
  title={Detection and early referral of patients with interstitial lung abnormalities: an expert survey initiative},
  author={Hunninghake, Gary M and Goldin, Jonathan G and Kadoch, Michael A and Kropski, Jonathan A and Rosas, Ivan O and Wells, Athol U and Yadav, Ruchi and Lazarus, Howard M and Abtin, Fereidoun G and Corte, Tamera J and others},
  journal={Chest},
  volume={161},
  number={2},
  pages={470--482},
  year={2022},
  publisher={Elsevier}
}


@article{wada2024interstitial,
  title={Interstitial lung abnormalities: current understanding},
  author={Wada, Noriaki and Hunninghake, Gary M and Hatabu, Hiroto},
  journal={Clinics in Chest Medicine},
  volume={45},
  number={2},
  pages={433--444},
  year={2024},
  publisher={Elsevier}
}










@article{37,
  title={A review of green artificial intelligence: Towards a more sustainable future},
  author={Bol{\'o}n-Canedo, Ver{\'o}nica and Mor{\'a}n-Fern{\'a}ndez, Laura and Cancela, Brais and Alonso-Betanzos, Amparo},
  journal={Neurocomputing},
  volume={599},
  pages={128096},
  year={2024},
  publisher={Elsevier}
}


@article{38,
  title={The compute divide in machine learning: A threat to academic contribution and scrutiny?},
  author={Besiroglu, Tamay and Bergerson, Sage Andrus and Michael, Amelia and Heim, Lennart and Luo, Xueyun and Thompson, Neil},
  journal={arXiv preprint arXiv:2401.02452},
  year={2024}
}


@article{martinez2022treatment,
  title={Treatment trials in young patients with chronic obstructive pulmonary disease and pre--chronic obstructive pulmonary disease patients: time to move forward},
  author={Martinez, Fernando J and Agusti, Alvar and Celli, Bartolome R and Han, MeiLan K and Allinson, James P and Bhatt, Surya P and Calverley, Peter and Chotirmall, Sanjay H and Chowdhury, Badrul and Darken, Patrick and others},
  journal={American journal of respiratory and critical care medicine},
  volume={205},
  number={3},
  pages={275--287},
  year={2022},
  publisher={American Thoracic Society}
}










@misc{nasser2018unclassifiable,
  title={Unclassifiable interstitial lung disease: a distinct entity with heterogeneous progression},
  author={Nasser, Mouhamad and Rigaud, Pierre and Ahmad, Kais and Traclet, Julie and Cottin, Vincent},
  year={2018},
  publisher={European Respiratory Society}
}


@article{jones2018unclassifiable,
  title={Unclassifiable interstitial lung disease: a pathologist's perspective},
  author={Jones, Kirk D},
  journal={European Respiratory Review},
  volume={27},
  number={147},
  year={2018},
  publisher={European Respiratory Society}
}


@article{guler2018unclassifiable,
  title={Unclassifiable interstitial lung disease: from phenotyping to possible treatments},
  author={Guler, Sabina A and Ryerson, Christopher J},
  journal={Current opinion in pulmonary medicine},
  volume={24},
  number={5},
  pages={461--468},
  year={2018},
  publisher={LWW}
}



@article{baba2025artificial,
  title={Artificial intelligence for diagnosis in interstitial lung disease and digital ontology for unclassified interstitial lung disease},
  author={Baba, Tomohisa and Goto, Tsubasa and Kitamura, Yoshiro and Iwasawa, Tae and Okudela, Koji and Takemura, Tamiko and Osawa, Akira and Ogura, Takashi},
  journal={Respiratory Investigation},
  volume={63},
  number={6},
  pages={1179--1186},
  year={2025},
  publisher={Elsevier}
}



@article{huang2024novel,
  title={Novel 3D-based deep learning for classification of acute exacerbation of idiopathic pulmonary fibrosis using high-resolution CT},
  author={Huang, Xinmei and Si, Wufei and Ye, Xu and Zhao, Yichao and Gu, Huimin and Zhang, Mingrui and Wu, Shufei and Shi, Yanchen and Gui, Xianhua and Xiao, Yonglong and others},
  journal={BMJ Open Respiratory Research},
  volume={11},
  number={1},
  year={2024},
  publisher={British Thoracic Society}
}





@article{zhang2025deep,
  title={Deep learning for classifying imaging patterns of interstitial lung disease associated with idiopathic inflammatory myopathies},
  author={Zhang, Jingping and He, Liyu and Wei, Ying and Tong, Jiayin and Yang, Kai and Wu, Jiaojiao and Guo, Youmin and Shi, Feng and Jin, Chenwang},
  journal={Scientific Reports},
  volume={15},
  number={1},
  pages={31655},
  year={2025},
  publisher={Nature Publishing Group UK London}
}


@article{yu2023multi,
  title={Multi-scale, domain knowledge-guided attention+ random forest: a two-stage deep learning-based multi-scale guided attention models to diagnose idiopathic pulmonary fibrosis from computed tomography images},
  author={Yu, Wenxi and Zhou, Hua and Choi, Youngwon and Goldin, Jonathan G and Teng, Pangyu and Wong, Weng Kee and McNitt-Gray, Michael F and Brown, Matthew S and Kim, Grace Hyun J},
  journal={Medical physics},
  volume={50},
  number={2},
  pages={894--905},
  year={2023},
  publisher={Wiley Online Library}
}



@article{kumarganesh2025aggregated,
  title={Aggregated approach for interstitial lung diseases classification using attention based CNN and radial basis function neural network},
  author={Kumarganesh, S and Shree, KVM and Rishabavarthani, P and Ganesh, C and Anthoniraj, S and Thiyaneswaran, B and Dang, Lam and Sagayam, K Martin and Dinh, Linh and Dang, Hien},
  journal={Systems and Soft Computing},
  volume={7},
  pages={200228},
  year={2025},
  publisher={Elsevier}
}




@article{chen2025automated,
  title={Automated Artificial Intelligence Detection of Early or Under-diagnosed Interstitial Lung Disease by Computed Tomography in the COPDGene Trial},
  author={Chen, Stephanie J and Kalra, Angad and Muelly, Michael and Reicher, Joshua and Callahan, Sean and Scholand, Mary Beth and Kulkarni, Tejaswini},
  journal={Respiratory Medicine},
  pages={108545},
  year={2025},
  publisher={Elsevier}
}






















