ICCV 2021 Open Access Repository

Computer Vision for Automated Medical Diagnosis

Medical Image Classification Using Generalized Zero Shot Learning: Dwarikanath Mahapatra,

Behzad Bozorgtabar,

Zongyuan Ge; [pdf]
[bibtex]
@InProceedings{Mahapatra_2021_ICCV, author = {Mahapatra, Dwarikanath and Bozorgtabar, Behzad and Ge, Zongyuan}, title = {Medical Image Classification Using Generalized Zero Shot Learning}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3344-3353} }
Deep Frequency Re-Calibration U-Net for Medical Image Segmentation: Reza Azad,

Afshin Bozorgpour,

Maryam Asadi-Aghbolaghi,

Dorit Merhof,

Sergio Escalera; [pdf]
[bibtex]
@InProceedings{Azad_2021_ICCV, author = {Azad, Reza and Bozorgpour, Afshin and Asadi-Aghbolaghi, Maryam and Merhof, Dorit and Escalera, Sergio}, title = {Deep Frequency Re-Calibration U-Net for Medical Image Segmentation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3274-3283} }
Uncertainty-Aware GAN With Adaptive Loss for Robust MRI Image Enhancement: Uddeshya Upadhyay,

Viswanath P. Sudarshan,

Suyash P. Awate; [pdf] [arXiv]
[bibtex]
@InProceedings{Upadhyay_2021_ICCV, author = {Upadhyay, Uddeshya and Sudarshan, Viswanath P. and Awate, Suyash P.}, title = {Uncertainty-Aware GAN With Adaptive Loss for Robust MRI Image Enhancement}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3255-3264} }
MedSkip: Medical Report Generation Using Skip Connections and Integrated Attention: Esha Pahwa,

Dwij Mehta,

Sanjeet Kapadia,

Devansh Jain,

Achleshwar Luthra; [pdf]
[bibtex]
@InProceedings{Pahwa_2021_ICCV, author = {Pahwa, Esha and Mehta, Dwij and Kapadia, Sanjeet and Jain, Devansh and Luthra, Achleshwar}, title = {MedSkip: Medical Report Generation Using Skip Connections and Integrated Attention}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3409-3415} }
Multi-Scanner Harmonization of Paired Neuroimaging Data via Structure Preserving Embedding Learning: Mahbaneh Eshaghzadeh Torbati,

Dana L. Tudorascu,

Davneet S. Minhas,

Pauline Maillard,

Charles S. DeCarli,

Seong Jae Hwang; [pdf]
[bibtex]
@InProceedings{Torbati_2021_ICCV, author = {Torbati, Mahbaneh Eshaghzadeh and Tudorascu, Dana L. and Minhas, Davneet S. and Maillard, Pauline and DeCarli, Charles S. and Hwang, Seong Jae}, title = {Multi-Scanner Harmonization of Paired Neuroimaging Data via Structure Preserving Embedding Learning}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3284-3293} }
Improving Tuberculosis (TB) Prediction Using Synthetically Generated Computed Tomography (CT) Images: Ashia Lewis,

Evanjelin Mahmoodi,

Yuyue Zhou,

Megan Coffee,

Elena Sizikova; [pdf] [arXiv]
[bibtex]
@InProceedings{Lewis_2021_ICCV, author = {Lewis, Ashia and Mahmoodi, Evanjelin and Zhou, Yuyue and Coffee, Megan and Sizikova, Elena}, title = {Improving Tuberculosis (TB) Prediction Using Synthetically Generated Computed Tomography (CT) Images}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3265-3273} }
Graph Cuts Loss To Boost Model Accuracy and Generalizability for Medical Image Segmentation: Zhou Zheng,

Masahiro Oda,

Kensaku Mori; [pdf]
[bibtex]
@InProceedings{Zheng_2021_ICCV, author = {Zheng, Zhou and Oda, Masahiro and Mori, Kensaku}, title = {Graph Cuts Loss To Boost Model Accuracy and Generalizability for Medical Image Segmentation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3304-3313} }
Studying the Effects of Self-Attention for Medical Image Analysis: Adrit Rao,

Jongchan Park,

Sanghyun Woo,

Joon-Young Lee,

Oliver Aalami; [pdf] [arXiv]
[bibtex]
@InProceedings{Rao_2021_ICCV, author = {Rao, Adrit and Park, Jongchan and Woo, Sanghyun and Lee, Joon-Young and Aalami, Oliver}, title = {Studying the Effects of Self-Attention for Medical Image Analysis}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3416-3425} }
A Dual Adversarial Calibration Framework for Automatic Fetal Brain Biometry: Yuan Gao,

Lokhin Lee,

Richard Droste,

Rachel Craik,

Sridevi Beriwal,

Aris Papageorghiou,

Alison Noble; [pdf] [arXiv]
[bibtex]
@InProceedings{Gao_2021_ICCV, author = {Gao, Yuan and Lee, Lokhin and Droste, Richard and Craik, Rachel and Beriwal, Sridevi and Papageorghiou, Aris and Noble, Alison}, title = {A Dual Adversarial Calibration Framework for Automatic Fetal Brain Biometry}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3246-3254} }
Learning To Automatically Diagnose Multiple Diseases in Pediatric Chest Radiographs Using Deep Convolutional Neural Networks: Thanh T. Tran,

Hieu H. Pham,

Thang V. Nguyen,

Tung T. Le,

Hieu T. Nguyen,

Ha Q. Nguyen; [pdf] [arXiv]
[bibtex]
@InProceedings{Tran_2021_ICCV, author = {Tran, Thanh T. and Pham, Hieu H. and Nguyen, Thang V. and Le, Tung T. and Nguyen, Hieu T. and Nguyen, Ha Q.}, title = {Learning To Automatically Diagnose Multiple Diseases in Pediatric Chest Radiographs Using Deep Convolutional Neural Networks}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3314-3323} }
Generalizing Few-Shot Classification of Whole-Genome Doubling Across Cancer Types: Sherry Chao,

David Belanger; [pdf] [supp]
[bibtex]
@InProceedings{Chao_2021_ICCV, author = {Chao, Sherry and Belanger, David}, title = {Generalizing Few-Shot Classification of Whole-Genome Doubling Across Cancer Types}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3382-3392} }
Style Transfer Based Coronary Artery Segmentation in X-Ray Angiogram: Supriti Mulay,

Keerthi Ram,

Balamurali Murugesan,

Mohanasankar Sivaprakasam; [pdf]
[bibtex]
@InProceedings{Mulay_2021_ICCV, author = {Mulay, Supriti and Ram, Keerthi and Murugesan, Balamurali and Sivaprakasam, Mohanasankar}, title = {Style Transfer Based Coronary Artery Segmentation in X-Ray Angiogram}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3393-3401} }
BERTHop: An Effective Vision-and-Language Model for Chest X-Ray Disease Diagnosis: Masoud Monajatipoor,

Mozhdeh Rouhsedaghat,

Liunian Harold Li,

Aichi Chien,

C.-C. Jay Kuo,

Fabien Scalzo,

Kai-Wei Chang; [pdf]
[bibtex]
@InProceedings{Monajatipoor_2021_ICCV, author = {Monajatipoor, Masoud and Rouhsedaghat, Mozhdeh and Li, Liunian Harold and Chien, Aichi and Kuo, C.-C. Jay and Scalzo, Fabien and Chang, Kai-Wei}, title = {BERTHop: An Effective Vision-and-Language Model for Chest X-Ray Disease Diagnosis}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3334-3343} }
SOoD: Self-Supervised Out-of-Distribution Detection Under Domain Shift for Multi-Class Colorectal Cancer Tissue Types: Behzad Bozorgtabar,

Guillaume Vray,

Dwarikanath Mahapatra,

Jean-Philippe Thiran; [pdf]
[bibtex]
@InProceedings{Bozorgtabar_2021_ICCV, author = {Bozorgtabar, Behzad and Vray, Guillaume and Mahapatra, Dwarikanath and Thiran, Jean-Philippe}, title = {SOoD: Self-Supervised Out-of-Distribution Detection Under Domain Shift for Multi-Class Colorectal Cancer Tissue Types}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3324-3333} }
EfficientARL: Improving Skin Cancer Diagnoses by Combining Lightweight Attention on EfficientNet: Miguel Nehmad Alche,

Daniel Acevedo,

Marta Mejail; [pdf]
[bibtex]
@InProceedings{Alche_2021_ICCV, author = {Alche, Miguel Nehmad and Acevedo, Daniel and Mejail, Marta}, title = {EfficientARL: Improving Skin Cancer Diagnoses by Combining Lightweight Attention on EfficientNet}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3354-3360} }
DMNet: Dual-Stream Marker Guided Deep Network for Dense Cell Segmentation and Lineage Tracking: Rina Bao,

Noor M. Al-Shakarji,

Filiz Bunyak,

Kannappan Palaniappan; [pdf]
[bibtex]
@InProceedings{Bao_2021_ICCV, author = {Bao, Rina and Al-Shakarji, Noor M. and Bunyak, Filiz and Palaniappan, Kannappan}, title = {DMNet: Dual-Stream Marker Guided Deep Network for Dense Cell Segmentation and Lineage Tracking}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3361-3370} }
Unsupervised 3D Shape Coverage Estimation With Applications to Colonoscopy: Yochai Blau,

Daniel Freedman,

Valentin Dashinsky,

Roman Goldenberg,

Ehud Rivlin; [pdf] [supp]
[bibtex]
@InProceedings{Blau_2021_ICCV, author = {Blau, Yochai and Freedman, Daniel and Dashinsky, Valentin and Goldenberg, Roman and Rivlin, Ehud}, title = {Unsupervised 3D Shape Coverage Estimation With Applications to Colonoscopy}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3371-3381} }
VTGAN: Semi-Supervised Retinal Image Synthesis and Disease Prediction Using Vision Transformers: Sharif Amit Kamran,

Khondker Fariha Hossain,

Alireza Tavakkoli,

Stewart Lee Zuckerbrod,

Salah A. Baker; [pdf] [arXiv]
[bibtex]
@InProceedings{Kamran_2021_ICCV, author = {Kamran, Sharif Amit and Hossain, Khondker Fariha and Tavakkoli, Alireza and Zuckerbrod, Stewart Lee and Baker, Salah A.}, title = {VTGAN: Semi-Supervised Retinal Image Synthesis and Disease Prediction Using Vision Transformers}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3235-3245} }
End-to-End Learning of Fused Image and Non-Image Features for Improved Breast Cancer Classification From MRI: Gregory Holste,

Savannah C. Partridge,

Habib Rahbar,

Debosmita Biswas,

Christoph I. Lee,

Adam M. Alessio; [pdf] [supp]
[bibtex]
@InProceedings{Holste_2021_ICCV, author = {Holste, Gregory and Partridge, Savannah C. and Rahbar, Habib and Biswas, Debosmita and Lee, Christoph I. and Alessio, Adam M.}, title = {End-to-End Learning of Fused Image and Non-Image Features for Improved Breast Cancer Classification From MRI}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3294-3303} }
Segmentation for Classification of Screening Pancreatic Neuroendocrine Tumors: Zhuotun Zhu,

Yongyi Lu,

Wei Shen,

Elliot K. Fishman,

Alan L. Yuille; [pdf] [arXiv]
[bibtex]
@InProceedings{Zhu_2021_ICCV, author = {Zhu, Zhuotun and Lu, Yongyi and Shen, Wei and Fishman, Elliot K. and Yuille, Alan L.}, title = {Segmentation for Classification of Screening Pancreatic Neuroendocrine Tumors}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3402-3408} }