Title
CAiD: Context-Aware Instance Discrimination for Self-supervised Learning in Medical Imaging M. Taher F. Haghighi Michael B. Gotway Jianming Liang OOD SSL 61 31 0 15 Apr 2022
Multimodal spatiotemporal graph neural networks for improved prediction of 30-day all-cause hospital readmission Siyi Tang Amara Tariq Jared A. Dunnmon Umesh M Sharma Praneetha Elugunti D. Rubin Bhavik Patel Imon Banerjee 65 21 0 14 Apr 2022
Multi-View Hypercomplex Learning for Breast Cancer Screening Eleonora Lopez Eleonora Grassucci Martina Valleriani Danilo Comminiello 103 8 0 12 Apr 2022
OSCARS: An Outlier-Sensitive Content-Based Radiography Retrieval System Xiaoyuan Guo Jiali Duan S. Purkayastha Hari M. Trivedi J. Gichoya Imon Banerjee 55 0 0 06 Apr 2022
Interpretable Saliency Maps And Self-Supervised Learning For Generalized Zero Shot Medical Image Classification Dwarikanath Mahapatra MedIm 62 2 0 04 Apr 2022
OdontoAI: A human-in-the-loop labeled data set and an online platform to boost research on dental panoramic radiographs Bernardon Silva Laís Pinheiro B. Sobrinho Fernanda Lima B. Sobrinho Kalyf Abdalla M. Pithon Patrícia Cury Luciano Oliveira 59 4 0 29 Mar 2022
AUC Maximization in the Era of Big Data and AI: A Survey Tianbao Yang Yiming Ying 181 188 0 28 Mar 2022
Benchmarking Deep AUROC Optimization: Loss Functions and Algorithmic Choices Dixian Zhu Xiaodong Wu Tianbao Yang 110 10 0 27 Mar 2022
Improving the Fairness of Chest X-ray Classifiers Haoran Zhang Natalie Dullerud Karsten Roth Lauren Oakden-Rayner Stephen Pfohl Marzyeh Ghassemi 85 66 0 23 Mar 2022
Generative Modeling Helps Weak Supervision (and Vice Versa) Benedikt Boecking Nicholas Roberts Willie Neiswanger Stefano Ermon Frederic Sala Artur Dubrawski 50 1 0 22 Mar 2022
CNN Attention Guidance for Improved Orthopedics Radiographic Fracture Classification Zhibin Liao Kewen Liao Haifeng Shen M. F. van Boxel J. Prijs R. Jaarsma J. Doornberg Anton Van Den Hengel Johan Verjans 59 17 0 21 Mar 2022
PediCXR: An open, large-scale chest radiograph dataset for interpretation of common thoracic diseases in children Hieu H. Pham N. H. Nguyen Thanh-Truong Tran T. N. Nguyen H. Nguyen LM&MA 46 31 0 20 Mar 2022
Learning from Multiple Expert Annotators for Enhancing Anomaly Detection in Medical Image Analysis Khiem H. Le Tuan V. Tran Hieu H. Pham Hieu T. Nguyen T. Le H. Nguyen 74 25 0 20 Mar 2022
AlignTransformer: Hierarchical Alignment of Visual Regions and Disease Tags for Medical Report Generation Di You Fenglin Liu Shen Ge Xiaoxia Xie Jing Zhang Xian Wu ViT MedIm 133 113 0 18 Mar 2022
Why we need biased AI -- How including cognitive and ethical machine biases can enhance AI systems Sarah Fabi Thilo Hagendorff 70 12 0 18 Mar 2022
Diffusion Models for Medical Anomaly Detection J. Wolleb Florentin Bieder Robin Sandkühler Philippe C. Cattin MedIm DiffM 119 282 0 08 Mar 2022
BoMD: Bag of Multi-label Descriptors for Noisy Chest X-ray Classification Yuanhong Chen Fengbei Liu Hu Wang Chong Wang Yu Tian Yuyuan Liu G. Carneiro NoLa 135 8 0 03 Mar 2022
Large-scale Optimization of Partial AUC in a Range of False Positive Rates Yao Yao Qihang Lin Tianbao Yang 99 16 0 03 Mar 2022
What Makes Transfer Learning Work For Medical Images: Feature Reuse & Other Factors Christos Matsoukas Johan Fredin Haslum Moein Sorkhei Magnus P Soderberg Kevin Smith VLM OOD MedIm 132 88 0 02 Mar 2022
Integrated multimodal artificial intelligence framework for healthcare applications L. Soenksen Yu Ma C. Zeng L. Boussioux Kimberly Villalobos Carballo Liangyuan Na H. Wiberg Michael Lingzhi Li Ignacio Fuentes Dimitris Bertsimas 101 167 0 25 Feb 2022
Deep Learning, Natural Language Processing, and Explainable Artificial Intelligence in the Biomedical Domain M. Moradi Matthias Samwald 132 8 0 25 Feb 2022
Improving Classification Model Performance on Chest X-Rays through Lung Segmentation Hilda Azimi Jianxing Zhang Pengcheng Xi H. Asad Ashkan Ebadi Stéphane Tremblay Alexander Wong 85 8 0 22 Feb 2022
Multi-task UNet: Jointly Boosting Saliency Prediction and Disease Classification on Chest X-ray Images Hongzhi Zhu R. Rohling Septimiu Salcudean 58 5 0 15 Feb 2022
Gaze-Guided Class Activation Mapping: Leveraging Human Attention for Network Attention in Chest X-rays Classification Hongzhi Zhu Septimiu Salcudean R. Rohling MedIm 48 4 0 15 Feb 2022
AI can evolve without labels: self-evolving vision transformer for chest X-ray diagnosis through knowledge distillation S. Park Gwanghyun Kim Y. Oh J. Seo Sang Min Lee Jin Hwan Kim Sungjun Moon Jae-Kwang Lim Changhyun Park Jong Chul Ye ViT MedIm 76 50 0 13 Feb 2022
Indication as Prior Knowledge for Multimodal Disease Classification in Chest Radiographs with Transformers Grzegorz Jacenków Alison Q. OÑeil Sotirios A. Tsaftaris ViT MedIm 84 23 0 12 Feb 2022
MMLN: Leveraging Domain Knowledge for Multimodal Diagnosis Haodi Zhang Chenyu Xu Pei-hong Liang Ke Duan Haopan Ren Weibin Cheng Kaishun Wu 35 0 0 09 Feb 2022
Multi-Label Classification of Thoracic Diseases using Dense Convolutional Network on Chest Radiographs Dipkamal Bhusal S. Panday 61 5 0 08 Feb 2022
CheXstray: Real-time Multi-Modal Data Concordance for Drift Detection in Medical Imaging AI Arjun Soin J. Merkow Jin Long Joseph Paul Cohen Smitha Saligrama Stephen Kaiser Steven Borg Ivan Tarapov M. Lungren OOD 95 17 0 06 Feb 2022
Deconfounded Representation Similarity for Comparison of Neural Networks Tianyu Cui Yogesh Kumar Pekka Marttinen Samuel Kaski CML 103 17 0 31 Jan 2022
Syfer: Neural Obfuscation for Private Data Release Adam Yala Victor Quach H. Esfahanizadeh Rafael G. L. DÓliveira K. Duffy Muriel Médard Tommi Jaakkola Regina Barzilay PICV 125 7 0 28 Jan 2022
Label uncertainty-guided multi-stream model for disease screening Chi Liu Z. Ge M. He Xiaotong Han 44 2 0 28 Jan 2022
Calibrating Histopathology Image Classifiers using Label Smoothing Jerry W. Wei Lorenzo Torresani Jason W. Wei Saeed Hassanpour 36 1 0 28 Jan 2022
Vision Checklist: Towards Testable Error Analysis of Image Models to Help System Designers Interrogate Model Capabilities Xin Du Bénédicte Legastelois B. Ganesh A. Rajan Hana Chockler Vaishak Belle Stuart Anderson S. Ramamoorthy AAML 73 6 0 27 Jan 2022
Transformers in Medical Imaging: A Survey Fahad Shamshad Salman Khan Syed Waqas Zamir Muhammad Haris Khan Munawar Hayat Fahad Shahbaz Khan Huazhu Fu ViT LM&MA MedIm 195 707 0 24 Jan 2022
Debiasing pipeline improves deep learning model generalization for X-ray based lung nodule detection M. J. Horry Subrata Chakraborty B. Pradhan M. Paul Jing Zhu H. Loh P. Barua Usha R. Acharya AI4CE 62 7 0 24 Jan 2022
Improving Chest X-Ray Report Generation by Leveraging Warm Starting Aaron Nicolson Jason Dowling Bevan Koopman ViT LM&MA MedIm 101 95 0 24 Jan 2022
Potential sources of dataset bias complicate investigation of underdiagnosis by machine learning algorithms Mélanie Bernhardt Charles Jones Ben Glocker 49 39 0 19 Jan 2022
Self-Supervision and Multi-Task Learning: Challenges in Fine-Grained COVID-19 Multi-Class Classification from Chest X-rays Muhammad Ridzuan A. Bawazir Ivo Gollini Navarette Ibrahim Almakky Mohammad Yaqub SSL 104 7 0 16 Jan 2022
Prior Knowledge Enhances Radiology Report Generation Song Wang Liyan Tang Mingquan Lin George Shih Ying Ding Yifan Peng MedIm 58 23 0 11 Jan 2022
Demonstrating The Risk of Imbalanced Datasets in Chest X-ray Image-based Diagnostics by Prototypical Relevance Propagation Srishti Gautam Marina M.-C. Höhne Stine Hansen Robert Jenssen Michael C. Kampffmeyer 59 7 0 10 Jan 2022
Radiology Report Generation with a Learned Knowledge Base and Multi-modal Alignment Shuxin Yang Xian Wu Shen Ge S.Kevin Zhou Li Xiao MedIm 61 96 0 30 Dec 2021
Knowledge Matters: Radiology Report Generation with General and Specific Knowledge Shuxin Yang Xian Wu Shen Ge S.Kevin Zhou Li Xiao MedIm 91 119 0 30 Dec 2021
MedShift: identifying shift data for medical dataset curation Xiaoyuan Guo J. Gichoya Hari M. Trivedi S. Purkayastha Imon Banerjee OOD 29 6 0 27 Dec 2021
Multi-Domain Balanced Sampling Improves Out-of-Distribution Generalization of Chest X-ray Pathology Prediction Models E. Tetteh J. Viviano Yoshua Bengio David M. Krueger Joseph Paul Cohen OOD 53 3 0 27 Dec 2021
Impact of class imbalance on chest x-ray classifiers: towards better evaluation practices for discrimination and calibration performance Candelaria Mosquera Luciana Ferrer Diego H. Milone D.R. Luna Enzo Ferrante 44 3 0 23 Dec 2021
Learning Hierarchical Attention for Weakly-supervised Chest X-Ray Abnormality Localization and Diagnosis Xi Ouyang Srikrishna Karanam Ziyan Wu Terrence Chen Jiayu Huo X. Zhou Qian Wang Jie Cheng OOD 55 94 0 23 Dec 2021
Learning Semi-Structured Representations of Radiology Reports Katic Tamara M. Pavlovski Danijela Sekulic Slobodan Vučetić MedIm 32 0 0 20 Dec 2021
Neural Style Transfer and Unpaired Image-to-Image Translation to deal with the Domain Shift Problem on Spheroid Segmentation Manuel García-Domínguez C. Domínguez Jónathan Heras Eloy J. Mata Vico Pascual OOD MedIm 16 0 0 16 Dec 2021
Joint Learning of Localized Representations from Medical Images and Reports Philipp Muller Georgios Kaissis Cong Zou Daniel Munich 206 86 0 06 Dec 2021