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]
[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} }

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} }

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} }

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} }

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} }

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} }

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} }

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} }

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} }

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} }

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} }

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} }

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} }

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} }

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} }

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} }