医学 AI

Report on the AAPM Grand Challenge on deep generative modeling for learning medical image statistics

Rucha Deshpande, Varun A. Kelkar, Dimitrios Gotsis, Prabhat Kc, Rongping Zeng, Kyle J. Myers, Frank J. Brooks, Mark A. Anastasio

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

SynthBrainGrow: Synthetic Diffusion Brain Aging for Longitudinal MRI Data Generation in Young People

Anna Zapaishchykova, Benjamin H. Kann, Divyanshu Tak, Zezhong Ye, Daphne A. Haas-Kogan, Hugo J. W. L. Aerts

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、eess.SP

Comments 8 pages, 4 figures

DmADs-Net: Dense multiscale attention and depth-supervised network for medical image segmentation

Zhaojin Fu, Zheng Chen, Jinjiang Li, Lu Ren

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

Conditioning Generative Latent Optimization for Sparse-View CT Image Reconstruction

Thomas Braure, Delphine Lazaro, David Hateau, Vincent Brandon, Kévin Ginsburger

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

Machine Learning Techniques for MRI Data Processing at Expanding Scale

Taro Langner

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、cs.LG

Comments Book chapter pre-print

Low-resolution Prior Equilibrium Network for CT Reconstruction

Yijie Yang, Qifeng Gao, Yuping Duan

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

Predicting Thrombectomy Recanalization from CT Imaging Using Deep Learning Models

Haoyue Zhang, Jennifer S. Polson, Eric J. Yang, Kambiz Nael, William Speier, Corey W. Arnold

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

Comments Medical Imaging with Deep Learning 2022 accepted short paper Jun 2022

Journal ref Medical Imaging with Deep Learning 2022

Boosting Medical Image Segmentation Performance with Adaptive Convolution Layer

Seyed M. R. Modaresi, Aomar Osmani, Mohammadreza Razzazi, Abdelghani Chibani

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

One-Prompt to Segment All Medical Images

Junde Wu, Jiayuan Zhu, Yueming Jin, Min Xu

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

Comments arXiv admin note: text overlap with arXiv:2304.12620

AV-GAN: Attention-Based Varifocal Generative Adversarial Network for Uneven Medical Image Translation

Zexin Li, Yiyang Lin, Zijie Fang, Shuyan Li, Xiu Li

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

Integration of Self-Supervised BYOL in Semi-Supervised Medical Image Recognition

Hao Feng, Yuanzhe Jia, Ruijia Xu, Mukesh Prasad, Ali Anaissi, Ali Braytee

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.CV、cs.LG

Comments Accepted by ICCS 2024

NeuroMorphix: A Novel Brain MRI Asymmetry-specific Feature Construction Approach For Seizure Recurrence Prediction

Soumen Ghosh, Viktor Vegh, Shahrzad Moinian, Hamed Moradi, Alice-Ann Sullivan, John Phamnguyen, David Reutens

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、eess.IV

Comments This work has been submitted to the IEEE TMI for possible publication

Self-Supervised MRI Reconstruction with Unrolled Diffusion Models

Yilmaz Korkmaz, Tolga Cukur, Vishal M. Patel

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、eess.IV

A Mutual Inclusion Mechanism for Precise Boundary Segmentation in Medical Images

Yizhi Pan, Junyi Xin, Tianhua Yang, Teeradaj Racharak, Le-Minh Nguyen, Guanqun Sun

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

DoubleU-NetPlus: A Novel Attention and Context Guided Dual U-Net with Multi-Scale Residual Feature Fusion Network for Semantic Segmentation of Medical Images

Md. Rayhan Ahmed, Adnan Ferdous Ashrafi, Raihan Uddin Ahmed, Swakkhar Shatabda, A. K. M. Muzahidul Islam, Salekul Islam

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

Comments 25 pages, 9 figures, 4 tables, Submitted to Springer

Journal ref Neural Computing and Applications, Volume 35, Pages 14379 - 14401 (2023)

Deep-learning Segmentation of Small Volumes in CT images for Radiotherapy Treatment Planning

Jianxin Zhou, Kadishe Fejza, Massimiliano Salvatori, Daniele Della Latta, Gregory M. Hermann, Angela Di Fulvio

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

GaSpCT: Gaussian Splatting for Novel CT Projection View Synthesis

Emmanouil Nikolakakis, Utkarsh Gupta, Jonathan Vengosh, Justin Bui, Razvan Marinescu

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

Comments Under Review Process for MICCAI 2024

Vestibular schwannoma growth prediction from longitudinal MRI by time conditioned neural fields

Yunjie Chen, Jelmer M. Wolterink, Olaf M. Neve, Stephan R. Romeijn, Berit M. Verbist, Erik F. Hensen, Qian Tao, Marius Staring

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、eess.IV

Learnable Weight Initialization for Volumetric Medical Image Segmentation

Shahina Kunhimon, Abdelrahman Shaker, Muzammal Naseer, Salman Khan, Fahad Shahbaz Khan

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

Comments Accepted at Elsevier AI in Medicine Journal

FetalDiffusion: Pose-Controllable 3D Fetal MRI Synthesis with Conditional Diffusion Model

Molin Zhang, Polina Golland, Patricia Ellen Grant, Elfar Adalsteinsson

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、eess.IV

Comments 8 pages, 3 figures, 2 tables, submitted to MICCAI 2024, code available if accepted

U-Net v2: Rethinking the Skip Connections of U-Net for Medical Image Segmentation

Yaopeng Peng, Milan Sonka, Danny Z. Chen

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

Systematic comparison of semi-supervised and self-supervised learning for medical image classification

Zhe Huang, Ruijie Jiang, Shuchin Aeron, Michael C. Hughes

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.CV、cs.LG

Comments CVPR 2024

A multi-stage semi-supervised learning for ankle fracture classification on CT images

Hongzhi Liu, Guicheng Li, Jiacheng Nie, Hui Tang, Chunfeng Yang, Qianjin Feng, Hailin Xu, Yang Chen

专题命中 医学影像 ：CT(title)；diagnosis(abstract)；分类 cs.CV、eess.IV

QN-Mixer: A Quasi-Newton MLP-Mixer Model for Sparse-View CT Reconstruction

Ishak Ayad, Nicolas Larue, Maï K. Nguyen

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

Comments Accepted at CVPR 2024. Project page: https://towzeur.github.io/QN-Mixer/

Pseudo-MRI-Guided PET Image Reconstruction Method Based on a Diffusion Probabilistic Model

Weijie Gan, Huidong Xie, Carl von Gall, Günther Platsch, Michael T. Jurkiewicz, Andrea Andrade, Udunna C. Anazodo, Ulugbek S. Kamilov, Hongyu An, Jorge Cabello

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、eess.IV

COVID Detection in Chest CTs: Improving the Baseline on COV19-CT-DB

Radu Miron, Cosmin Moisii, Sergiu Dinu, Mihaela Breaban

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

Journal ref This is a draft version for "Evaluating Volumetric and Slice-Based Approaches for COVID-19 Detection in Chest CTs" - Proceedings of the IEEE/CVF International Conference on Computer Vision. 2021

3D-EffiViTCaps: 3D Efficient Vision Transformer with Capsule for Medical Image Segmentation

Dongwei Gan, Ming Chang, Juan Chen

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

Comments 15 pages, 4 figures, submitted to ICPR2024

Opportunities and challenges in the application of large artificial intelligence models in radiology

Liangrui Pan, Zhenyu Zhao, Ying Lu, Kewei Tang, Liyong Fu, Qingchun Liang, Shaoliang Peng

专题命中 医学影像 ：radiology(title,abstract)；分类 cs.CV、cs.LG

Anytime, Anywhere, Anyone: Investigating the Feasibility of Segment Anything Model for Crowd-Sourcing Medical Image Annotations

Pranav Kulkarni, Adway Kanhere, Dharmam Savani, Andrew Chan, Devina Chatterjee, Paul H. Yi, Vishwa S. Parekh

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.CV、cs.LG

Safeguarding Medical Image Segmentation Datasets against Unauthorized Training via Contour- and Texture-Aware Perturbations

Xun Lin, Yi Yu, Song Xia, Jue Jiang, Haoran Wang, Zitong Yu, Yizhong Liu, Ying Fu, Shuai Wang, Wenzhong Tang, Alex Kot

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