医学 AI

EEG Opto-processor: epileptic seizure detection using diffractive photonic computing units

Tao Yan, Maoqi Zhang, Sen Wan, Kaifeng Shang, Haiou Zhang, Xun Cao, Xing Lin, Qionghai Dai

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.LG、eess.SP

Comments 22 pages, 5 figures

Federated Learning and Blockchain-enabled Fog-IoT Platform for Wearables in Predictive Healthcare

Marc Baucas, Petros Spachos, Konstantinos Plataniotis

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.LG、eess.SP

Label-Efficient Self-Supervised Federated Learning for Tackling Data Heterogeneity in Medical Imaging

Rui Yan, Liangqiong Qu, Qingyue Wei, Shih-Cheng Huang, Liyue Shen, Daniel Rubin, Lei Xing, Yuyin Zhou

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV、cs.LG

Comments Code and trained models are available at: https://github.com/rui-yan/SSL-FL

Predicting Ejection Fraction from Chest X-rays Using Computer Vision for Diagnosing Heart Failure

Walt Williams, Rohan Doshi, Yanran Li, Kexuan Liang

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV、eess.IV

EBHI-Seg: A Novel Enteroscope Biopsy Histopathological Haematoxylin and Eosin Image Dataset for Image Segmentation Tasks

Liyu Shi, Xiaoyan Li, Weiming Hu, Haoyuan Chen, Jing Chen, Zizhen Fan, Minghe Gao, Yujie Jing, Guotao Lu, Deguo Ma, Zhiyu Ma, Qingtao Meng, Dechao Tang, Hongzan Sun, Marcin Grzegorzek, Shouliang Qi, Yueyang Teng, Chen Li

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV、eess.IV

Federated Learning Enables Big Data for Rare Cancer Boundary Detection

Sarthak Pati, Ujjwal Baid, Brandon Edwards, Micah Sheller, Shih-Han Wang, G Anthony Reina, Patrick Foley, Alexey Gruzdev, Deepthi Karkada, Christos Davatzikos, Chiharu Sako, Satyam Ghodasara, Michel Bilello, Suyash Mohan, Philipp Vollmuth, Gianluca Brugnara, Chandrakanth J Preetha, Felix Sahm, Klaus Maier-Hein, Maximilian Zenk, Martin Bendszus, Wolfgang Wick, Evan Calabrese, Jeffrey Rudie, Javier Villanueva-Meyer, Soonmee Cha, Madhura Ingalhalikar, Manali Jadhav, Umang Pandey, Jitender Saini, John Garrett, Matthew Larson, Robert Jeraj, Stuart Currie, Russell Frood, Kavi Fatania, Raymond Y Huang, Ken Chang, Carmen Balana, Jaume Capellades, Josep Puig, Johannes Trenkler, Josef Pichler, Georg Necker, Andreas Haunschmidt, Stephan Meckel, Gaurav Shukla, Spencer Liem, Gregory S Alexander, Joseph Lombardo, Joshua D Palmer, Adam E Flanders, Adam P Dicker, Haris I Sair, Craig K Jones, Archana Venkataraman, Meirui Jiang, Tiffany Y So, Cheng Chen, Pheng Ann Heng, Qi Dou, Michal Kozubek, Filip Lux, Jan Michálek, Petr Matula, Miloš Keřkovský, Tereza Kopřivová, Marek Dostál, Václav Vybíhal, Michael A Vogelbaum, J Ross Mitchell, Joaquim Farinhas, Joseph A Maldjian, Chandan Ganesh Bangalore Yogananda, Marco C Pinho, Divya Reddy, James Holcomb, Benjamin C Wagner, Benjamin M Ellingson, Timothy F Cloughesy, Catalina Raymond, Talia Oughourlian, Akifumi Hagiwara, Chencai Wang, Minh-Son To, Sargam Bhardwaj, Chee Chong, Marc Agzarian, Alexandre Xavier Falcão, Samuel B Martins, Bernardo C A Teixeira, Flávia Sprenger, David Menotti, Diego R Lucio, Pamela LaMontagne, Daniel Marcus, Benedikt Wiestler, Florian Kofler, Ivan Ezhov, Marie Metz, Rajan Jain, Matthew Lee, Yvonne W Lui, Richard McKinley, Johannes Slotboom, Piotr Radojewski, Raphael Meier, Roland Wiest, Derrick Murcia, Eric Fu, Rourke Haas, John Thompson, David Ryan Ormond, Chaitra Badve, Andrew E Sloan, Vachan Vadmal, Kristin Waite, Rivka R Colen, Linmin Pei, Murat Ak, Ashok Srinivasan, J Rajiv Bapuraj, Arvind Rao, Nicholas Wang, Ota Yoshiaki, Toshio Moritani, Sevcan Turk, Joonsang Lee, Snehal Prabhudesai, Fanny Morón, Jacob Mandel, Konstantinos Kamnitsas, Ben Glocker, Luke V M Dixon, Matthew Williams, Peter Zampakis, Vasileios Panagiotopoulos, Panagiotis Tsiganos, Sotiris Alexiou, Ilias Haliassos, Evangelia I Zacharaki, Konstantinos Moustakas, Christina Kalogeropoulou, Dimitrios M Kardamakis, Yoon Seong Choi, Seung-Koo Lee, Jong Hee Chang, Sung Soo Ahn, Bing Luo, Laila Poisson, Ning Wen, Pallavi Tiwari, Ruchika Verma, Rohan Bareja, Ipsa Yadav, Jonathan Chen, Neeraj Kumar, Marion Smits, Sebastian R van der Voort, Ahmed Alafandi, Fatih Incekara, Maarten MJ Wijnenga, Georgios Kapsas, Renske Gahrmann, Joost W Schouten, Hendrikus J Dubbink, Arnaud JPE Vincent, Martin J van den Bent, Pim J French, Stefan Klein, Yading Yuan, Sonam Sharma, Tzu-Chi Tseng, Saba Adabi, Simone P Niclou, Olivier Keunen, Ann-Christin Hau, Martin Vallières, David Fortin, Martin Lepage, Bennett Landman, Karthik Ramadass, Kaiwen Xu, Silky Chotai, Lola B Chambless, Akshitkumar Mistry, Reid C Thompson, Yuriy Gusev, Krithika Bhuvaneshwar, Anousheh Sayah, Camelia Bencheqroun, Anas Belouali, Subha Madhavan, Thomas C Booth, Alysha Chelliah, Marc Modat, Haris Shuaib, Carmen Dragos, Aly Abayazeed, Kenneth Kolodziej, Michael Hill, Ahmed Abbassy, Shady Gamal, Mahmoud Mekhaimar, Mohamed Qayati, Mauricio Reyes, Ji Eun Park, Jihye Yun, Ho Sung Kim, Abhishek Mahajan, Mark Muzi, Sean Benson, Regina G H Beets-Tan, Jonas Teuwen, Alejandro Herrera-Trujillo, Maria Trujillo, William Escobar, Ana Abello, Jose Bernal, Jhon Gómez, Joseph Choi, Stephen Baek, Yusung Kim, Heba Ismael, Bryan Allen, John M Buatti, Aikaterini Kotrotsou, Hongwei Li, Tobias Weiss, Michael Weller, Andrea Bink, Bertrand Pouymayou, Hassan F Shaykh, Joel Saltz, Prateek Prasanna, Sampurna Shrestha, Kartik M Mani, David Payne, Tahsin Kurc, Enrique Pelaez, Heydy Franco-Maldonado, Francis Loayza, Sebastian Quevedo, Pamela Guevara, Esteban Torche, Cristobal Mendoza, Franco Vera, Elvis Ríos, Eduardo López, Sergio A Velastin, Godwin Ogbole, Dotun Oyekunle, Olubunmi Odafe-Oyibotha, Babatunde Osobu, Mustapha Shu'aibu, Adeleye Dorcas, Mayowa Soneye, Farouk Dako, Amber L Simpson, Mohammad Hamghalam, Jacob J Peoples, Ricky Hu, Anh Tran, Danielle Cutler, Fabio Y Moraes, Michael A Boss, James Gimpel, Deepak Kattil Veettil, Kendall Schmidt, Brian Bialecki, Sailaja Marella, Cynthia Price, Lisa Cimino, Charles Apgar, Prashant Shah, Bjoern Menze, Jill S Barnholtz-Sloan, Jason Martin, Spyridon Bakas

专题命中 医学数据与评测 ：MRI(abstract)；分类 cs.LG、eess.IV

Comments federated learning, deep learning, convolutional neural network, segmentation, brain tumor, glioma, glioblastoma, FeTS, BraTS

Benchmarking Bayesian Deep Learning on Diabetic Retinopathy Detection Tasks

Neil Band, Tim G. J. Rudner, Qixuan Feng, Angelos Filos, Zachary Nado, Michael W. Dusenberry, Ghassen Jerfel, Dustin Tran, Yarin Gal

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV、cs.LG

Comments Published in Neural Information Processing Systems (NeurIPS) 2021 Datasets and Benchmarks Track Proceedings. First two authors contributed equally. Code available at https://rebrand.ly/retina-benchmark

Weight-based Channel-model Matrix Framework provides a reasonable solution for EEG-based cross-dataset emotion recognition

Huayu Chen, Huanhuan He, Jing Zhu, Shuting Sun, Jianxiu Li, Xuexiao Shao, Junxiang Li, Xiaowei Li, Bin Hu

专题命中 医学数据与评测 ：CT(abstract)；分类 cs.LG、eess.SP

Comments 18 pages, 12 figures, 8 tables

Evaluation of importance estimators in deep learning classifiers for Computed Tomography

Lennart Brocki, Wistan Marchadour, Jonas Maison, Bogdan Badic, Panagiotis Papadimitroulas, Mathieu Hatt, Franck Vermet, Neo Christopher Chung

专题命中 医学数据与评测 ：CT(abstract)；分类 cs.CV、cs.LG

Comments 4th International Workshop on EXplainable and TRAnsparent AI and Multi-Agent Systems (EXTRAAMAS 2022) - International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS)

Journal ref 2022 EXTRAAMAS 2022, Lecture Notes in Computer Science (LNAI, volume 13283)

VAESim: A probabilistic approach for self-supervised prototype discovery

Matteo Ferrante, Tommaso Boccato, Simeon Spasov, Andrea Duggento, Nicola Toschi

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV、cs.LG

CXR-FL: Deep Learning-Based Chest X-ray Image Analysis Using Federated Learning

Filip Ślazyk, Przemysław Jabłecki, Aneta Lisowska, Maciej Malawski, Szymon Płotka

专题命中 医学数据与评测 ：pathology(abstract)；分类 cs.CV、eess.IV

Comments Accepted at International Conference on Computational Science (ICCS) 2022, London

Evaluation of Deep Learning Topcoders Method for Neuron Individualization in Histological Macaque Brain Section

Huaqian Wu, Nicolas Souedet, Zhenzhen You, Caroline Jan, Cédric Clouchoux, Thierry Delzescaux

专题命中 医学数据与评测 ：pathology(abstract)；分类 cs.CV、eess.IV

Counterfactual Image Synthesis for Discovery of Personalized Predictive Image Markers

Amar Kumar, Anjun Hu, Brennan Nichyporuk, Jean-Pierre R. Falet, Douglas L. Arnold, Sotirios Tsaftaris, Tal Arbel

专题命中 医学数据与评测 ：MRI(abstract)；分类 cs.CV、cs.LG

Comments Accepted to the MIABID workshop at MICCAI 2022

LSSANet: A Long Short Slice-Aware Network for Pulmonary Nodule Detection

Rui Xu, Yong Luo, Bo Du, Kaiming Kuang, Jiancheng Yang

专题命中 医学数据与评测 ：CT(abstract)；分类 cs.CV、eess.IV

Comments MICCAI 2022

FedMed-ATL: Misaligned Unpaired Brain Image Synthesis via Affine Transform Loss

Jinbao Wang, Guoyang Xie, Yawen Huang, Yefeng Zheng, Yaochu Jin, Feng Zheng

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV、eess.IV

Comments arXiv admin note: text overlap with arXiv:2201.08953

Federated learning: Applications, challenges and future directions

Subrato Bharati, M. Rubaiyat Hossain Mondal, Prajoy Podder, V. B. Surya Prasath

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.LG、eess.IV

Comments 35 pages, 2 figures

Journal ref International Journal of Hybrid Intelligent Systems, vol. 18, no. 1-2, pp. 19-35, 2022

SAGE: Sequential Attribute Generator for Analyzing Glioblastomas using Limited Dataset

Padmaja Jonnalagedda, Brent Weinberg, Jason Allen, Taejin L. Min, Shiv Bhanu, Bir Bhanu

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV、eess.IV

NanoBatch Privacy: Enabling fast Differentially Private learning on the IPU

Edward H. Lee, Mario Michael Krell, Alexander Tsyplikhin, Victoria Rege, Errol Colak, Kristen W. Yeom

专题命中 医学数据与评测 ：CT(abstract)；分类 cs.CV、cs.LG

FedHarmony: Unlearning Scanner Bias with Distributed Data

Nicola K Dinsdale, Mark Jenkinson, Ana IL Namburete

专题命中 医学数据与评测 ：MRI(abstract)；分类 cs.CV、cs.LG

Comments Accepted to MICCAI 2022, Code available at: https://github.com/nkdinsdale/FedHarmony

CD$^2$-pFed: Cyclic Distillation-guided Channel Decoupling for Model Personalization in Federated Learning

Yiqing Shen, Yuyin Zhou, Lequan Yu

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV、cs.LG

Comments Accepted by CVPR2022

Differentially Private Federated Learning via Reconfigurable Intelligent Surface

Yuhan Yang, Yong Zhou, Youlong Wu, Yuanming Shi

专题命中 医学数据与评测 ：biomedical(abstract)；分类 cs.LG、eess.SP

Comments 16 pages, 11 figures

Was that so hard? Estimating human classification difficulty

Morten Rieger Hannemose, Josefine Vilsbøll Sundgaard, Niels Kvorning Ternov, Rasmus R. Paulsen, Anders Nymark Christensen

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV、cs.LG

Comments 10 pages, 2 figures

EBHI:A New Enteroscope Biopsy Histopathological H&E Image Dataset for Image Classification Evaluation

Weiming Hu, Chen Li, Xiaoyan Li, Md Mamunur Rahaman, Yong Zhang, Haoyuan Chen, Wanli Liu, Yudong Yao, Hongzan Sun, Ning Xu, Xinyu Huang, Marcin Grzegorze

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV、eess.IV

A Survey of Semen Quality Evaluation in Microscopic Videos Using Computer Assisted Sperm Analysis

Wenwei Zhao, Pingli Ma, Chen Li, Xiaoning Bu, Shuojia Zou, Tao Jiang, Marcin Grzegorzek

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV、eess.IV

UGRWO-Sampling for COVID-19 dataset: A modified random walk under-sampling approach based on graphs to imbalanced data classification

Saeideh Roshanfekr, Shahriar Esmaeili, Hassan Ataeian, Ali Amiri

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV、cs.LG

Comments 43 pages, 4 figures, 9 tables

Bilinear pooling and metric learning network for early Alzheimer's disease identification with FDG-PET images

Wenju Cui, Caiying Yan, Zhuangzhi Yan, Yunsong Peng, Yilin Leng, Chenlu Liu, Shuangqing Chen, Xi Jiang

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV、eess.IV

Out of distribution detection for skin and malaria images

Muhammad Zaida, Shafaqat Ali, Mohsen Ali, Sarfaraz Hussein, Asma Saadia, Waqas Sultani

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV、eess.IV

Personalized Retrogress-Resilient Framework for Real-World Medical Federated Learning

Zhen Chen, Meilu Zhu, Chen Yang, Yixuan Yuan

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV、cs.LG

Comments MICCAI 2021 Oral. Code and dataset available at https://github.com/CityU-AIM-Group/PRR-FL

Genetic Neural Architecture Search for automatic assessment of human sperm images

Erfan Miahi, Seyed Abolghasem Mirroshandel, Alexis Nasr

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV、cs.LG

Journal ref Expert Systems with Applications, 2021

SAME: Deformable Image Registration based on Self-supervised Anatomical Embeddings

Fengze Liu, Ke Yan, Adam Harrison, Dazhou Guo, Le Lu, Alan Yuille, Lingyun Huang, Guotong Xie, Jing Xiao, Xianghua Ye, Dakai Jin

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV、eess.IV