医学 AI

MBA-Net: SAM-driven Bidirectional Aggregation Network for Ovarian Tumor Segmentation

Yifan Gao, Wei Xia, Wenkui Wang, Xin Gao

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；diagnosis(abstract)；分类 eess.IV

Comments MICCAI 2024

An Uncertainty-guided Tiered Self-training Framework for Active Source-free Domain Adaptation in Prostate Segmentation

Zihao Luo, Xiangde Luo, Zijun Gao, Guotai Wang

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；diagnosis(abstract)；分类 cs.CV

Comments 11 pages, 3 figures, 2 tables, accept to MICCAI 2024

Probabilistic 3D Correspondence Prediction from Sparse Unsegmented Images

Krithika Iyer, Shireen Y. Elhabian

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；CT(abstract)；分类 cs.CV

Cyto R-CNN and CytoNuke Dataset: Towards reliable whole-cell segmentation in bright-field histological images

Johannes Raufeisen, Kunpeng Xie, Fabian Hörst, Till Braunschweig, Jianning Li, Jens Kleesiek, Rainer Röhrig, Jan Egger, Bastian Leibe, Frank Hölzle, Alexander Hermans, Behrus Puladi

专题命中 医学影像 ：medical image(abstract)；pathology(abstract)；diagnosis(abstract)；分类 cs.CV

ACTION: Augmentation and Computation Toolbox for Brain Network Analysis with Functional MRI

Yuqi Fang, Junhao Zhang, Linmin Wang, Qianqian Wang, Mingxia Liu

专题命中 医学影像 ：MRI(title)；分类 cs.LG、q-bio、eess.IV

Comments 14 pages, 5 figures, 5 tables

DeepCERES: A Deep learning method for cerebellar lobule segmentation using ultra-high resolution multimodal MRI

Sergio Morell-Ortega, Marina Ruiz-Perez, Marien Gadea, Roberto Vivo-Hernando, Gregorio Rubio, Fernando Aparici, Maria de la Iglesia-Vaya, Gwenaelle Catheline, Pierrick Coupé, José V. Manjón

专题命中 医学影像 ：MRI(title)；分类 cs.CV、q-bio、eess.IV

Comments 20 pages

Responsible Deep Learning for Software as a Medical Device

Pratik Shah, Jenna Lester, Jana G Deflino, Vinay Pai

专题命中 医学影像 ：medical image(abstract)；pathology(abstract)；biomedical(abstract)；分类 eess.IV

Continual Self-supervised Learning: Towards Universal Multi-modal Medical Data Representation Learning

Yiwen Ye, Yutong Xie, Jianpeng Zhang, Ziyang Chen, Qi Wu, Yong Xia

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；CT(abstract)；分类 cs.CV

Can segmentation models be trained with fully synthetically generated data?

Virginia Fernandez, Walter Hugo Lopez Pinaya, Pedro Borges, Petru-Daniel Tudosiu, Mark S Graham, Tom Vercauteren, M Jorge Cardoso

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；pathology(abstract)；分类 cs.CV

Comments 12 pages, 2 (+2 App.) figures, 3 tables. Accepted at Simulation and Synthesis in Medical Imaging workshop (MICCAI 2022)

LVM-Med: Learning Large-Scale Self-Supervised Vision Models for Medical Imaging via Second-order Graph Matching

Duy M. H. Nguyen, Hoang Nguyen, Nghiem T. Diep, Tan N. Pham, Tri Cao, Binh T. Nguyen, Paul Swoboda, Nhat Ho, Shadi Albarqouni, Pengtao Xie, Daniel Sonntag, Mathias Niepert

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；CT(abstract)；分类 cs.CV

Comments Accepted at NeurIPS 2023

Revolutionizing Healthcare Image Analysis in Pandemic-Based Fog-Cloud Computing Architectures

Al Zahraa Elsayed, Khalil Mohamed, Hany Harb

专题命中 医学影像 ：medical image(abstract)；CT(abstract)；diagnosis(abstract)；分类 cs.CV

Histogram- and Diffusion-Based Medical Out-of-Distribution Detection

Evi M. C. Huijben, Sina Amirrajab, Josien P. W. Pluim

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；CT(abstract)；分类 cs.CV

Comments 9 pages, 5 figures, submission to Medical Out-of-Distribution (MOOD) challenge at MICCAI 2023

Unsupervised Discovery of 3D Hierarchical Structure with Generative Diffusion Features

Nurislam Tursynbek, Marc Niethammer

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；biomedical(abstract)；分类 cs.CV

Comments MICCAI 2023

Exploring the Versatility of Zero-Shot CLIP for Interstitial Lung Disease Classification

Cara Van Uden, Christian Bluethgen, Maayane Attias, Malgorzata Polacin, Haiwei Henry Guo, Neha Simha, Rishi Raj, Curtis Langlotz

专题命中 医学影像 ：medical image(abstract)；CT(abstract)；radiology(abstract)；分类 cs.CV

Comments 11 pages, 11 figures

Validation and Generalizability of Self-Supervised Image Reconstruction Methods for Undersampled MRI

Thomas Yu, Tom Hilbert, Gian Franco Piredda, Arun Joseph, Gabriele Bonanno, Salim Zenkhri, Patrick Omoumi, Meritxell Bach Cuadra, Erick Jorge Canales-Rodríguez, Tobias Kober, Jean-Philippe Thiran

专题命中 医学影像 ：MRI(title)；biomedical(comments,journal_ref)；分类 eess.IV

Comments Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) https://www.melba-journal.org/papers/2022:022.html

Journal ref Machine.Learning.for.Biomedical.Imaging. 1 (2022)

SMC-UDA: Structure-Modal Constraint for Unsupervised Cross-Domain Renal Segmentation

Zhusi Zhong, Jie Li, Lulu Bi, Li Yang, Ihab Kamel, Rama Chellappa, Xinbo Gao, Harrison Bai, Zhicheng Jiao

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；CT(abstract)；分类 cs.CV

Comments conference

Forward-Forward Contrastive Learning

Md. Atik Ahamed, Jin Chen, Abdullah-Al-Zubaer Imran

专题命中 医学影像 ：medical image(abstract)；pathology(abstract)；diagnosis(abstract)；分类 cs.CV

Comments Accepted at Medical Imaging with Deep Learning (MIDL) 2023

Interpretation of Disease Evidence for Medical Images Using Adversarial Deformation Fields

Ricardo Bigolin Lanfredi, Joyce D. Schroeder, Clement Vachet, Tolga Tasdizen

专题命中 医学影像 ：medical image(title)；分类 cs.CV、q-bio、eess.IV

Comments Presented at MICCAI 2020

Masked Transformer for image Anomaly Localization

Axel De Nardin, Pankaj Mishra, Gian Luca Foresti, Claudio Piciarelli

专题命中 医学影像 ：medical image(abstract)；CT(abstract)；biomedical(abstract)；分类 cs.CV

Journal ref Int J Neural Syst. 2022;32(7):2250030

Free Lunch for Surgical Video Understanding by Distilling Self-Supervisions

Xinpeng Ding, Ziwei Liu, Xiaomeng Li

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；CT(abstract)；分类 cs.CV

Comments accepted at MICCAI 2022

vMFNet: Compositionality Meets Domain-generalised Segmentation

Xiao Liu, Spyridon Thermos, Pedro Sanchez, Alison Q. O'Neil, Sotirios A. Tsaftaris

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；CT(abstract)；分类 cs.CV

Comments Accepted by MICCAI 2022

MaxStyle: Adversarial Style Composition for Robust Medical Image Segmentation

Chen Chen, Zeju Li, Cheng Ouyang, Matt Sinclair, Wenjia Bai, Daniel Rueckert

专题命中 医学影像 ：medical image(title)；分类 cs.CV、q-bio、eess.IV

Comments Early accepted by MICCAI 2022 (Camera-ready version)

Eye-gaze-guided Vision Transformer for Rectifying Shortcut Learning

Chong Ma, Lin Zhao, Yuzhong Chen, Lu Zhang, Zhenxiang Xiao, Haixing Dai, David Liu, Zihao Wu, Zhengliang Liu, Sheng Wang, Jiaxing Gao, Changhe Li, Xi Jiang, Tuo Zhang, Qian Wang, Dinggang Shen, Dajiang Zhu, Tianming Liu

专题命中 医学影像 ：medical image(abstract)；pathology(abstract)；diagnosis(abstract)；分类 cs.CV

SpineOne: A One-Stage Detection Framework for Degenerative Discs and Vertebrae

Jiabo He, Wei Liu, Yu Wang, Xingjun Ma, Xian-Sheng Hua

专题命中 医学影像 ：MRI(abstract)；CT(abstract)；diagnosis(abstract)；分类 cs.CV

Learning Deformable Image Registration from Optimization: Perspective, Modules, Bilevel Training and Beyond

Risheng Liu, Zi Li, Xin Fan, Chenying Zhao, Hao Huang, Zhongxuan Luo

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；CT(abstract)；分类 cs.CV

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence 2021

Combo Loss: Handling Input and Output Imbalance in Multi-Organ Segmentation

Saeid Asgari Taghanaki, Yefeng Zheng, S. Kevin Zhou, Bogdan Georgescu, Puneet Sharma, Daguang Xu, Dorin Comaniciu, Ghassan Hamarneh

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；diagnosis(abstract)；分类 cs.CV

Anomaly Detection in Medical Imaging with Deep Perceptual Autoencoders

Nina Shvetsova, Bart Bakker, Irina Fedulova, Heinrich Schulz, Dmitry V. Dylov

专题命中 医学影像 ：medical image(abstract)；pathology(abstract)；radiology(abstract)；分类 cs.CV

Comments The final authenticated publication is available online at https://ieeexplore.ieee.org/abstract/document/9521238

Journal ref IEEE Access, vol. 9, pp. 118571-118583, 2021

Liver Segmentation from Multimodal Images using HED-Mask R-CNN

Supriti Mulay, Deepika G, Jeevakala S, Keerthi Ram, Mohanasankar Sivaprakasam

专题命中 医学影像 ：MRI(abstract)；CT(abstract)；diagnosis(abstract)；分类 eess.IV

Comments Accepted in 1st International Workshop on Multiscale Multimodal Medical Imaging (MMMI 2019) - MICCAI 2019

Journal ref Multiscale Multimodal Medical Imaging. MMMI 2019. Lecture Notes in Computer Science, vol 11977

Imbalance-Aware Self-Supervised Learning for 3D Radiomic Representations

Hongwei Li, Fei-Fei Xue, Krishna Chaitanya, Shengda Luo, Ivan Ezhov, Benedikt Wiestler, Jianguo Zhang, Bjoern Menze

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；CT(abstract)；分类 cs.CV

Comments camera-ready version in MICCAI 2021

Using Radiomics as Prior Knowledge for Thorax Disease Classification and Localization in Chest X-rays

Yan Han, Chongyan Chen, Liyan Tang, Mingquan Lin, Ajay Jaiswal, Song Wang, Ahmed Tewfik, George Shih, Ying Ding, Yifan Peng

专题命中 医学影像 ：medical image(abstract)；diagnosis(abstract)；radiology(abstract)；分类 cs.CV

Comments Accepted by AMIA 2021