CVPR 2024 Open Access Repository

Data Curation and Augmentation in Enhancing Medical Imaging Applications

Strategies to Improve Real-World Applicability of Laparoscopic Anatomy Segmentation Models: Fiona R. Kolbinger,

Jiangpeng He,

Jinge Ma,

Fengqing Zhu; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Kolbinger_2024_CVPR, author = {Kolbinger, Fiona R. and He, Jiangpeng and Ma, Jinge and Zhu, Fengqing}, title = {Strategies to Improve Real-World Applicability of Laparoscopic Anatomy Segmentation Models}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2275-2284} }
Advancing Brain Tumor Analysis: Curating a High-Quality MRI Dataset for Deep Learning-Based Molecular Marker Profiling: Divya D. Reddy,

Niloufar Saadat,

James M. Holcomb,

Benjamin C. Wagner,

Nghi C. Truong,

Jason Bowerman,

Kimmo J. Hatanpaa,

Toral R Patel,

Marco C. Pinho,

Ananth J Madhuranthakam,

Chandan Ganesh Bangalore Yogananda,

Joseph A. Maldjian; [pdf]
[bibtex]
@InProceedings{Reddy_2024_CVPR, author = {Reddy, Divya D. and Saadat, Niloufar and Holcomb, James M. and Wagner, Benjamin C. and Truong, Nghi C. and Bowerman, Jason and Hatanpaa, Kimmo J. and Patel, Toral R and Pinho, Marco C. and Madhuranthakam, Ananth J and Yogananda, Chandan Ganesh Bangalore and Maldjian, Joseph A.}, title = {Advancing Brain Tumor Analysis: Curating a High-Quality MRI Dataset for Deep Learning-Based Molecular Marker Profiling}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2373-2379} }
ControlPolypNet: Towards Controlled Colon Polyp Synthesis for Improved Polyp Segmentation: Vanshali Sharma,

Abhishek Kumar,

Debesh Jha,

M.K. Bhuyan,

Pradip K. Das,

Ulas Bagci; [pdf]
[bibtex]
@InProceedings{Sharma_2024_CVPR, author = {Sharma, Vanshali and Kumar, Abhishek and Jha, Debesh and Bhuyan, M.K. and Das, Pradip K. and Bagci, Ulas}, title = {ControlPolypNet: Towards Controlled Colon Polyp Synthesis for Improved Polyp Segmentation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2325-2334} }
Generation of Structurally Realistic Retinal Fundus Images with Diffusion Models: Sojung Go,

Younghoon Ji,

Sang Jun Park,

Soochahn Lee; [pdf] [arXiv]
[bibtex]
@InProceedings{Go_2024_CVPR, author = {Go, Sojung and Ji, Younghoon and Park, Sang Jun and Lee, Soochahn}, title = {Generation of Structurally Realistic Retinal Fundus Images with Diffusion Models}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2335-2344} }
Distribution-Aware Multi-Label FixMatch for Semi-Supervised Learning on CheXpert.: Sontje Ihler,

Felix Kuhnke,

Timo Kuhlgatz,

Thomas Seel; [pdf]
[bibtex]
@InProceedings{Ihler_2024_CVPR, author = {Ihler, Sontje and Kuhnke, Felix and Kuhlgatz, Timo and Seel, Thomas}, title = {Distribution-Aware Multi-Label FixMatch for Semi-Supervised Learning on CheXpert.}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2295-2304} }
A Comparative Analysis of Implicit Augmentation Techniques for Breast Cancer Diagnosis Using Multiple Views: Yumnah Hasan,

Talhat Khan,

Darian Reyes Fernandez De Bulnes,

Juan F H Albarracin,

Conor Ryan; [pdf] [supp]
[bibtex]
@InProceedings{Hasan_2024_CVPR, author = {Hasan, Yumnah and Khan, Talhat and De Bulnes, Darian Reyes Fernandez and Albarracin, Juan F H and Ryan, Conor}, title = {A Comparative Analysis of Implicit Augmentation Techniques for Breast Cancer Diagnosis Using Multiple Views}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2345-2354} }
Beyond Respiratory Models: A Physics-enhanced Synthetic Data Generation Method for 2D-3D Deformable Registration: François Lecomte,

Pablo Alvarez,

Stéphane Cotin,

Jean-Louis Dillenseger; [pdf] [supp]
[bibtex]
@InProceedings{Lecomte_2024_CVPR, author = {Lecomte, Fran\c{c}ois and Alvarez, Pablo and Cotin, St\'ephane and Dillenseger, Jean-Louis}, title = {Beyond Respiratory Models: A Physics-enhanced Synthetic Data Generation Method for 2D-3D Deformable Registration}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2413-2421} }
Hairy Ground Truth Enhancement for Semantic Segmentation: Sophie Fischer,

Irina Voiculescu; [pdf]
[bibtex]
@InProceedings{Fischer_2024_CVPR, author = {Fischer, Sophie and Voiculescu, Irina}, title = {Hairy Ground Truth Enhancement for Semantic Segmentation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2404-2412} }
GSAM+Cutie: Text-Promptable Tool Mask Annotation for Endoscopic Video: Roger D. Soberanis-Mukul,

Jiahuan Cheng,

Jan Emily Mangulabnan,

S. Swaroop Vedula,

Masaru Ishii,

Gregory Hager,

Russell H. Taylor,

Mathias Unberath; [pdf]
[bibtex]
@InProceedings{Soberanis-Mukul_2024_CVPR, author = {Soberanis-Mukul, Roger D. and Cheng, Jiahuan and Mangulabnan, Jan Emily and Vedula, S. Swaroop and Ishii, Masaru and Hager, Gregory and Taylor, Russell H. and Unberath, Mathias}, title = {GSAM+Cutie: Text-Promptable Tool Mask Annotation for Endoscopic Video}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2388-2394} }
UltraAugment: Fan-shape and Artifact-based Data Augmentation for 2D Ultrasound Images: Florian Ramakers,

Tom Vercauteren,

Jan Deprest,

Helena Williams; [pdf] [supp]
[bibtex]
@InProceedings{Ramakers_2024_CVPR, author = {Ramakers, Florian and Vercauteren, Tom and Deprest, Jan and Williams, Helena}, title = {UltraAugment: Fan-shape and Artifact-based Data Augmentation for 2D Ultrasound Images}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2422-2431} }
Codebook VQ-VAE Approach for Prostate Cancer Diagnosis using Multiparametric MRI: Ekaterina Redekop,

Mara Pleasure,

Zichen Wang,

Karthik V Sarma,

Adam Kinnaird,

William Speier,

Corey W Arnold; [pdf]
[bibtex]
@InProceedings{Redekop_2024_CVPR, author = {Redekop, Ekaterina and Pleasure, Mara and Wang, Zichen and Sarma, Karthik V and Kinnaird, Adam and Speier, William and Arnold, Corey W}, title = {Codebook VQ-VAE Approach for Prostate Cancer Diagnosis using Multiparametric MRI}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2365-2372} }
Repeat and Concatenate: 2D to 3D Image Translation with 3D to 3D Generative Modeling: Abril Corona-Figueroa,

Hubert P. H. Shum,

Chris G. Willcocks; [pdf] [arXiv]
[bibtex]
@InProceedings{Corona-Figueroa_2024_CVPR, author = {Corona-Figueroa, Abril and Shum, Hubert P. H. and Willcocks, Chris G.}, title = {Repeat and Concatenate: 2D to 3D Image Translation with 3D to 3D Generative Modeling}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2315-2324} }
Creating a Digital Twin of Spinal Surgery: A Proof of Concept: Jonas Hein,

Frédéric Giraud,

Lilian Calvet,

Alexander Schwarz,

Nicola Alessandro Cavalcanti,

Sergey Prokudin,

Mazda Farshad,

Siyu Tang,

Marc Pollefeys,

Fabio Carrillo,

Philipp Fürnstahl; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Hein_2024_CVPR, author = {Hein, Jonas and Giraud, Fr\'ed\'eric and Calvet, Lilian and Schwarz, Alexander and Cavalcanti, Nicola Alessandro and Prokudin, Sergey and Farshad, Mazda and Tang, Siyu and Pollefeys, Marc and Carrillo, Fabio and F\"urnstahl, Philipp}, title = {Creating a Digital Twin of Spinal Surgery: A Proof of Concept}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2355-2364} }
Repurposing the Image Generative Potential: Exploiting GANs to Grade Diabetic Retinopathy: Isabella Poles,

Eleonora D'arnese,

Luca G. Cellamare,

Marco D. Santambrogio,

Darvin Yi; [pdf]
[bibtex]
@InProceedings{Poles_2024_CVPR, author = {Poles, Isabella and D'arnese, Eleonora and Cellamare, Luca G. and Santambrogio, Marco D. and Yi, Darvin}, title = {Repurposing the Image Generative Potential: Exploiting GANs to Grade Diabetic Retinopathy}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2305-2314} }
nnMobileNet: Rethinking CNN for Retinopathy Research: Wenhui Zhu,

Peijie Qiu,

Xiwen Chen,

Xin Li,

Natasha Lepore,

Oana M. Dumitrascu,

Yalin Wang; [pdf] [arXiv]
[bibtex]
@InProceedings{Zhu_2024_CVPR, author = {Zhu, Wenhui and Qiu, Peijie and Chen, Xiwen and Li, Xin and Lepore, Natasha and Dumitrascu, Oana M. and Wang, Yalin}, title = {nnMobileNet: Rethinking CNN for Retinopathy Research}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2285-2294} }
Privacy-Preserving Collaboration for Multi-Organ Segmentation via Federated Learning from Sites with Partial Labels: Adway Kanhere,

Pranav Kulkarni,

Paul H. Yi,

Vishwa S. Parekh; [pdf]
[bibtex]
@InProceedings{Kanhere_2024_CVPR, author = {Kanhere, Adway and Kulkarni, Pranav and Yi, Paul H. and Parekh, Vishwa S.}, title = {Privacy-Preserving Collaboration for Multi-Organ Segmentation via Federated Learning from Sites with Partial Labels}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2380-2387} }
MMIST-ccRCC: A Real World Medical Dataset for the Development of Multi-Modal Systems: Tiago Mota,

M. Rita Verdelho,

Diogo J. Araújo,

Alceu Bissoto,

Carlos Santiago,

Catarina Barata; [pdf]
[bibtex]
@InProceedings{Mota_2024_CVPR, author = {Mota, Tiago and Verdelho, M. Rita and Ara\'ujo, Diogo J. and Bissoto, Alceu and Santiago, Carlos and Barata, Catarina}, title = {MMIST-ccRCC: A Real World Medical Dataset for the Development of Multi-Modal Systems}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {2395-2403} }