@inproceedings{zhu2017unpaired,
  title={Unpaired image-to-image translation using cycle-consistent adversarial networks},
  author={Zhu, Jun-Yan and Park, Taesung and Isola, Phillip and Efros, Alexei A},
  booktitle={Proceedings of the IEEE international conference on computer vision},
  pages={2223--2232},
  year={2017}
}

@article{zhang2023large,
  title={Large-scale domain-specific pretraining for biomedical vision-language processing},
  author={Zhang, Sheng and Xu, Yanbo and Usuyama, Naoto and Bagga, Jaspreet and Tinn, Robert and Preston, Sam and Rao, Rajesh and Wei, Mu and Valluri, Naveen and Wong, Cliff and others},
  journal={arXiv preprint arXiv:2303.00915},
  year={2023}
}

@article{sauer2023stylegan,
  title={Stylegan-t: Unlocking the power of gans for fast large-scale text-to-image synthesis},
  author={Sauer, Axel and Karras, Tero and Laine, Samuli and Geiger, Andreas and Aila, Timo},
  journal={arXiv preprint arXiv:2301.09515},
  year={2023}
}

@article{cordier2016extended,
  title={Extended modality propagation: image synthesis of pathological cases},
  author={Cordier, Nicolas and Delingette, Herv{\'e} and L{\^e}, Matthieu and Ayache, Nicholas},
  journal={IEEE transactions on medical imaging},
  volume={35},
  number={12},
  pages={2598--2608},
  year={2016},
  publisher={IEEE}
}

@inproceedings{schuhmann2022laionb,
  title={{LAION}-5B: An open large-scale dataset for training next generation image-text models},
  author={Christoph Schuhmann and
          Romain Beaumont and
          Richard Vencu and
          Cade W Gordon and
          Ross Wightman and
          Mehdi Cherti and
          Theo Coombes and
          Aarush Katta and
          Clayton Mullis and
          Mitchell Wortsman and
          Patrick Schramowski and
          Srivatsa R Kundurthy and
          Katherine Crowson and
          Ludwig Schmidt and
          Robert Kaczmarczyk and
          Jenia Jitsev},
  booktitle={Thirty-sixth Conference on Neural Information Processing Systems Datasets and Benchmarks Track},
  year={2022},
  url={https://openreview.net/forum?id=M3Y74vmsMcY}
}

@software{ilharco_gabriel_2021_5143773,
  author       = {Ilharco, Gabriel and
                  Wortsman, Mitchell and
                  Wightman, Ross and
                  Gordon, Cade and
                  Carlini, Nicholas and
                  Taori, Rohan and
                  Dave, Achal and
                  Shankar, Vaishaal and
                  Namkoong, Hongseok and
                  Miller, John and
                  Hajishirzi, Hannaneh and
                  Farhadi, Ali and
                  Schmidt, Ludwig},
  title        = {OpenCLIP},
  month        = jul,
  year         = 2021,
  note         = {If you use this software, please cite it as below.},
  publisher    = {Zenodo},
  version      = {0.1},
  doi          = {10.5281/zenodo.5143773},
  url          = {https://doi.org/10.5281/zenodo.5143773}
}



@inproceedings{iglesias2013synthesizing,
  title={Is synthesizing MRI contrast useful for inter-modality analysis?},
  author={Iglesias, Juan Eugenio and Konukoglu, Ender and Zikic, Darko and Glocker, Ben and Van Leemput, Koen and Fischl, Bruce},
  booktitle={Medical Image Computing and Computer-Assisted Intervention--MICCAI 2013: 16th International Conference, Nagoya, Japan, September 22-26, 2013, Proceedings, Part I 16},
  pages={631--638},
  year={2013},
  organization={Springer}
}

@inproceedings{ye2013modality,
  title={Modality propagation: coherent synthesis of subject-specific scans with data-driven regularization},
  author={Ye, Dong Hye and Zikic, Darko and Glocker, Ben and Criminisi, Antonio and Konukoglu, Ender},
  booktitle={Medical Image Computing and Computer-Assisted Intervention--MICCAI 2013: 16th International Conference, Nagoya, Japan, September 22-26, 2013, Proceedings, Part I 16},
  pages={606--613},
  year={2013},
  organization={Springer}
}

@article{dai2020multimodal,
  title={Multimodal MRI synthesis using unified generative adversarial networks},
  author={Dai, Xianjin and Lei, Yang and Fu, Yabo and Curran, Walter J and Liu, Tian and Mao, Hui and Yang, Xiaofeng},
  journal={Medical physics},
  volume={47},
  number={12},
  pages={6343--6354},
  year={2020},
  publisher={Wiley Online Library}
}

@article{dar2019image,
  title={Image synthesis in multi-contrast MRI with conditional generative adversarial networks},
  author={Dar, Salman UH and Yurt, Mahmut and Karacan, Levent and Erdem, Aykut and Erdem, Erkut and Cukur, Tolga},
  journal={IEEE transactions on medical imaging},
  volume={38},
  number={10},
  pages={2375--2388},
  year={2019},
  publisher={IEEE}
}

@inproceedings{jiang2023cola,
  title={CoLa-Diff: Conditional latent diffusion model for multi-modal MRI synthesis},
  author={Jiang, Lan and Mao, Ye and Wang, Xiangfeng and Chen, Xi and Li, Chao},
  booktitle={International Conference on Medical Image Computing and Computer-Assisted Intervention},
  pages={398--408},
  year={2023},
  organization={Springer}
}

@article{armanious2020medgan,
  title={MedGAN: Medical image translation using GANs},
  author={Armanious, Karim and Jiang, Chenming and Fischer, Marc and K{\"u}stner, Thomas and Hepp, Tobias and Nikolaou, Konstantin and Gatidis, Sergios and Yang, Bin},
  journal={Computerized medical imaging and graphics},
  volume={79},
  pages={101684},
  year={2020},
  publisher={Elsevier}
}

@article{ozbey2023unsupervised,
  title={Unsupervised medical image translation with adversarial diffusion models},
  author={{\"O}zbey, Muzaffer and Dalmaz, Onat and Dar, Salman UH and Bedel, Hasan A and {\"O}zturk, {\c{S}}aban and G{\"u}ng{\"o}r, Alper and {\c{C}}ukur, Tolga},
  journal={IEEE Transactions on Medical Imaging},
  year={2023},
  publisher={IEEE}
}

@inproceedings{roy2013atlas,
  title={Atlas based intensity transformation of brain MR images},
  author={Roy, Snehashis and Jog, Amod and Carass, Aaron and Prince, Jerry L},
  booktitle={Multimodal Brain Image Analysis: Third International Workshop, MBIA 2013, Held in Conjunction with MICCAI 2013, Nagoya, Japan, September 22, 2013, Proceedings 3},
  pages={51--62},
  year={2013},
  organization={Springer}
}

@article{liu2017unsupervised,
  title={Unsupervised image-to-image translation networks},
  author={Liu, Ming-Yu and Breuel, Thomas and Kautz, Jan},
  journal={Advances in neural information processing systems},
  volume={30},
  year={2017}
}

@inproceedings{huang2018multimodal,
  title={Multimodal unsupervised image-to-image translation},
  author={Huang, Xun and Liu, Ming-Yu and Belongie, Serge and Kautz, Jan},
  booktitle={Proceedings of the European conference on computer vision (ECCV)},
  pages={172--189},
  year={2018}
}

@inproceedings{han2021dual,
  title={Dual contrastive learning for unsupervised image-to-image translation},
  author={Han, Junlin and Shoeiby, Mehrdad and Petersson, Lars and Armin, Mohammad Ali},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={746--755},
  year={2021}
}

@inproceedings{yi2017dualgan,
  title={Dualgan: Unsupervised dual learning for image-to-image translation},
  author={Yi, Zili and Zhang, Hao and Tan, Ping and Gong, Minglun},
  booktitle={Proceedings of the IEEE international conference on computer vision},
  pages={2849--2857},
  year={2017}
}

@inproceedings{torbunov2023uvcgan,
  title={Uvcgan: Unet vision transformer cycle-consistent gan for unpaired image-to-image translation},
  author={Torbunov, Dmitrii and Huang, Yi and Yu, Haiwang and Huang, Jin and Yoo, Shinjae and Lin, Meifeng and Viren, Brett and Ren, Yihui},
  booktitle={Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision},
  pages={702--712},
  year={2023}
}

@inproceedings{choi2020stargan,
  title={Stargan v2: Diverse image synthesis for multiple domains},
  author={Choi, Yunjey and Uh, Youngjung and Yoo, Jaejun and Ha, Jung-Woo},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={8188--8197},
  year={2020}
}

@inproceedings{zhang2019self,
  title={Self-attention generative adversarial networks},
  author={Zhang, Han and Goodfellow, Ian and Metaxas, Dimitris and Odena, Augustus},
  booktitle={International conference on machine learning},
  pages={7354--7363},
  year={2019},
  organization={PMLR}
}

@inproceedings{mao2017least,
  title={Least squares generative adversarial networks},
  author={Mao, Xudong and Li, Qing and Xie, Haoran and Lau, Raymond YK and Wang, Zhen and Paul Smolley, Stephen},
  booktitle={Proceedings of the IEEE international conference on computer vision},
  pages={2794--2802},
  year={2017}
}

@inproceedings{tumanyan2022splicing,
  title={Splicing vit features for semantic appearance transfer},
  author={Tumanyan, Narek and Bar-Tal, Omer and Bagon, Shai and Dekel, Tali},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  pages={10748--10757},
  year={2022}
}

@inproceedings{radford2021learning,
  title={Learning transferable visual models from natural language supervision},
  author={Radford, Alec and Kim, Jong Wook and Hallacy, Chris and Ramesh, Aditya and Goh, Gabriel and Agarwal, Sandhini and Sastry, Girish and Askell, Amanda and Mishkin, Pamela and Clark, Jack and others},
  booktitle={International conference on machine learning},
  pages={8748--8763},
  year={2021},
  organization={PMLR}
}

@inproceedings{tao2023galip,
  title={GALIP: Generative Adversarial CLIPs for Text-to-Image Synthesis},
  author={Tao, Ming and Bao, Bing-Kun and Tang, Hao and Xu, Changsheng},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  pages={14214--14223},
  year={2023}
}

@inproceedings{zhou2022towards,
  title={Towards language-free training for text-to-image generation},
  author={Zhou, Yufan and Zhang, Ruiyi and Chen, Changyou and Li, Chunyuan and Tensmeyer, Chris and Yu, Tong and Gu, Jiuxiang and Xu, Jinhui and Sun, Tong},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  pages={17907--17917},
  year={2022}
}

@article{dhariwal2021diffusion,
  title={Diffusion models beat gans on image synthesis},
  author={Dhariwal, Prafulla and Nichol, Alexander},
  journal={Advances in neural information processing systems},
  volume={34},
  pages={8780--8794},
  year={2021}
}

@inproceedings{rombach2022high,
  title={High-resolution image synthesis with latent diffusion models},
  author={Rombach, Robin and Blattmann, Andreas and Lorenz, Dominik and Esser, Patrick and Ommer, Bj{\"o}rn},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={10684--10695},
  year={2022}
}

@article{dosovitskiy2020image,
  title={An image is worth 16x16 words: Transformers for image recognition at scale},
  author={Dosovitskiy, Alexey and Beyer, Lucas and Kolesnikov, Alexander and Weissenborn, Dirk and Zhai, Xiaohua and Unterthiner, Thomas and Dehghani, Mostafa and Minderer, Matthias and Heigold, Georg and Gelly, Sylvain and others},
  journal={arXiv preprint arXiv:2010.11929},
  year={2020}
}


@inproceedings{choi2018stargan,
author={Yunjey Choi and Minje Choi and Munyoung Kim and Jung-Woo Ha and Sunghun Kim and Jaegul Choo},
title={StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation},
booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
year={2018}
}

@article{bullitt2005vessel,
  title={Vessel tortuosity and brain tumor malignancy: a blinded study1},
  author={Bullitt, Elizabeth and Zeng, Donglin and Gerig, Guido and Aylward, Stephen and Joshi, Sarang and Smith, J Keith and Lin, Weili and Ewend, Matthew G},
  journal={Academic radiology},
  volume={12},
  number={10},
  pages={1232--1240},
  year={2005},
  publisher={Elsevier}
}

@inproceedings{tumanyan2023plug,
  title={Plug-and-play diffusion features for text-driven image-to-image translation},
  author={Tumanyan, Narek and Geyer, Michal and Bagon, Shai and Dekel, Tali},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  pages={1921--1930},
  year={2023}
}

@article{hertz2022prompt,
  title={Prompt-to-prompt image editing with cross attention control},
  author={Hertz, Amir and Mokady, Ron and Tenenbaum, Jay and Aberman, Kfir and Pritch, Yael and Cohen-Or, Daniel},
  journal={arXiv preprint arXiv:2208.01626},
  year={2022}
}

@article{zhao2022egsde,
  title={Egsde: Unpaired image-to-image translation via energy-guided stochastic differential equations},
  author={Zhao, Min and Bao, Fan and Li, Chongxuan and Zhu, Jun},
  journal={Advances in Neural Information Processing Systems},
  volume={35},
  pages={3609--3623},
  year={2022}
}

@article{nyholm2018mr,
  title={MR and CT data with multiobserver delineations of organs in the pelvic area—Part of the Gold Atlas project},
  author={Nyholm, Tufve and Svensson, Stina and Andersson, Sebastian and Jonsson, Joakim and Sohlin, Maja and Gustafsson, Christian and Kjell{\'e}n, Elisabeth and S{\"o}derstr{\"o}m, Karin and Albertsson, Per and Blomqvist, Lennart and others},
  journal={Medical physics},
  volume={45},
  number={3},
  pages={1295--1300},
  year={2018},
  publisher={Wiley Online Library}
}

@article{kim2019u,
  title={U-gat-it: Unsupervised generative attentional networks with adaptive layer-instance normalization for image-to-image translation},
  author={Kim, Junho and Kim, Minjae and Kang, Hyeonwoo and Lee, Kwanghee},
  journal={arXiv preprint arXiv:1907.10830},
  year={2019}
}

@article{gu2021domain,
  title={Domain-specific language model pretraining for biomedical natural language processing},
  author={Gu, Yu and Tinn, Robert and Cheng, Hao and Lucas, Michael and Usuyama, Naoto and Liu, Xiaodong and Naumann, Tristan and Gao, Jianfeng and Poon, Hoifung},
  journal={ACM Transactions on Computing for Healthcare (HEALTH)},
  volume={3},
  number={1},
  pages={1--23},
  year={2021},
  publisher={ACM New York, NY}
}


% CLIP With Image editing - Diffusion

@article{kwon2022diffusion,
  title={Diffusion-based image translation using disentangled style and content representation},
  author={Kwon, Gihyun and Ye, Jong Chul},
  journal={arXiv preprint arXiv:2209.15264},
  year={2022}
}

@inproceedings{kim2022diffusionclip,
  title={Diffusionclip: Text-guided diffusion models for robust image manipulation},
  author={Kim, Gwanghyun and Kwon, Taesung and Ye, Jong Chul},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={2426--2435},
  year={2022}
}


% CLIP WITH IMAGE EDITING and StyleGAN

@inproceedings{karras2020analyzing,
  title={Analyzing and improving the image quality of stylegan},
  author={Karras, Tero and Laine, Samuli and Aittala, Miika and Hellsten, Janne and Lehtinen, Jaakko and Aila, Timo},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={8110--8119},
  year={2020}
}

@article{gal2022stylegan,
  title={Stylegan-nada: Clip-guided domain adaptation of image generators},
  author={Gal, Rinon and Patashnik, Or and Maron, Haggai and Bermano, Amit H and Chechik, Gal and Cohen-Or, Daniel},
  journal={ACM Transactions on Graphics (TOG)},
  volume={41},
  number={4},
  pages={1--13},
  year={2022},
  publisher={ACM New York, NY, USA}
}

@inproceedings{patashnik2021styleclip,
  title={Styleclip: Text-driven manipulation of stylegan imagery},
  author={Patashnik, Or and Wu, Zongze and Shechtman, Eli and Cohen-Or, Daniel and Lischinski, Dani},
  booktitle={Proceedings of the IEEE/CVF international conference on computer vision},
  pages={2085--2094},
  year={2021}
}

@inproceedings{yu2022towards,
  title={Towards counterfactual image manipulation via clip},
  author={Yu, Yingchen and Zhan, Fangneng and Wu, Rongliang and Zhang, Jiahui and Lu, Shijian and Cui, Miaomiao and Xie, Xuansong and Hua, Xian-Sheng and Miao, Chunyan},
  booktitle={Proceedings of the 30th ACM International Conference on Multimedia},
  pages={3637--3645},
  year={2022}
}


@inproceedings{park2023lanit,
  title={Lanit: Language-driven image-to-image translation for unlabeled data},
  author={Park, Jihye and Kim, Sunwoo and Kim, Soohyun and Cho, Seokju and Yoo, Jaejun and Uh, Youngjung and Kim, Seungryong},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={23401--23411},
  year={2023}
}


%% like cyclegan



@inproceedings{liu2023clip,
  title={Clip-driven universal model for organ segmentation and tumor detection},
  author={Liu, Jie and Zhang, Yixiao and Chen, Jie-Neng and Xiao, Junfei and Lu, Yongyi and A Landman, Bennett and Yuan, Yixuan and Yuille, Alan and Tang, Yucheng and Zhou, Zongwei},
  booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision},
  pages={21152--21164},
  year={2023}
}


@inproceedings{zhang2020cross,
  title={Cross-domain correspondence learning for exemplar-based image translation},
  author={Zhang, Pan and Zhang, Bo and Chen, Dong and Yuan, Lu and Wen, Fang},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={5143--5153},
  year={2020}
}





@inproceedings{lee2018diverse,
  title={Diverse image-to-image translation via disentangled representations},
  author={Lee, Hsin-Ying and Tseng, Hung-Yu and Huang, Jia-Bin and Singh, Maneesh and Yang, Ming-Hsuan},
  booktitle={Proceedings of the European conference on computer vision (ECCV)},
  pages={35--51},
  year={2018}
}


@inproceedings{zhan2024medm2g,
  title={MedM2G: Unifying Medical Multi-Modal Generation via Cross-Guided Diffusion with Visual Invariant},
  author={Zhan, Chenlu and Lin, Yu and Wang, Gaoang and Wang, Hongwei and Wu, Jian},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  pages={11502--11512},
  year={2024}
}

@inproceedings{eslami2023pubmedclip,
  title={Pubmedclip: How much does clip benefit visual question answering in the medical domain?},
  author={Eslami, Sedigheh and Meinel, Christoph and De Melo, Gerard},
  booktitle={Findings of the Association for Computational Linguistics: EACL 2023},
  pages={1181--1193},
  year={2023}
}

@article{wei2024visionclip,
  title={VisionCLIP: An Med-AIGC based Ethical Language-Image Foundation Model for Generalizable Retina Image Analysis},
  author={Wei, Hao and Liu, Bowen and Zhang, Minqing and Shi, Peilun and Yuan, Wu},
  journal={arXiv preprint arXiv:2403.10823},
  year={2024}
}

@inproceedings{boecking2022making,
  title={Making the most of text semantics to improve biomedical vision--language processing},
  author={Boecking, Benedikt and Usuyama, Naoto and Bannur, Shruthi and Castro, Daniel C and Schwaighofer, Anton and Hyland, Stephanie and Wetscherek, Maria and Naumann, Tristan and Nori, Aditya and Alvarez-Valle, Javier and others},
  booktitle={European conference on computer vision},
  pages={1--21},
  year={2022},
  organization={Springer}
}


@inproceedings{perera2018in2i,
  title={In2i: Unsupervised multi-image-to-image translation using generative adversarial networks},
  author={Perera, Pramuditha and Abavisani, Mahdi and Patel, Vishal M},
  booktitle={2018 24th International Conference on Pattern Recognition (ICPR)},
  pages={140--146},
  year={2018},
  organization={IEEE}
}









