Top Papers: Medizinische Bildsegmentierung (2023)

Segment anything model for medical image analysis: An experimental study

Maciej A. Mazurowski, Haoyu Dong, Hanxue Gu et al.

Medical Image Analysis

Techniques and Challenges of Image Segmentation: A Review

Ying Yu, Chunping Wang, Qiang Fu et al.

Electronics

Medical Image Segmentation via Cascaded Attention Decoding

Md. Mostafijur Rahman, Radu Mărculescu

2023 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)

Polyp-PVT: Polyp Segmentation with Pyramid Vision Transformers

Bo Dong, Wenhai Wang, Deng-Ping Fan et al.

CAAI Artificial Intelligence Research

HiFuse: Hierarchical multi-scale feature fusion network for medical image classification

Xiangzuo Huo, Gang Sun, Shengwei Tian et al.

Biomedical Signal Processing and Control

DiffIR: Efficient Diffusion Model for Image Restoration

Bin Xia, Yulun Zhang, Shiyin Wang et al.

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Learning with limited annotations: A survey on deep semi-supervised learning for medical image segmentation

Rushi Jiao, Yichi Zhang, Le Ding et al.

Computers in Biology and Medicine

Deep Learning Attention Mechanism in Medical Image Analysis: Basics and Beyonds

Xiang Li, Minglei Li, Pengfei Yan et al.

International Journal of Network Dynamics and Intelligence

MPDIoU: A Loss for Efficient and Accurate Bounding Box Regression

Siliang Ma, Yong Xu

arXiv (Cornell University)

Learn2Reg: comprehensive multi-task medical image registration challenge, dataset and evaluation in the era of deep learning

Alessa Hering

University of Birmingham Research Portal (University of Birmingham)

Robust machine learning segmentation for large-scale analysis of heterogeneous clinical brain MRI datasets

Benjamin Billot, Colin Magdamo, You Cheng et al.

Proceedings of the National Academy of Sciences

Radar-Camera Fusion for Object Detection and Semantic Segmentation in Autonomous Driving: A Comprehensive Review

Shanliang Yao, Runwei Guan, Xiaoyu Huang et al.

IEEE Transactions on Intelligent Vehicles

Dual Cross-Attention for medical image segmentation

Gorkem Can Ates, Prasoon P. Mohan, Emrah Çelik

Engineering Applications of Artificial Intelligence

Deep learning based synthesis of MRI, CT and PET: Review and analysis

Sanuwani Dayarathna, Kh Tohidul Islam, Sergio Uribe et al.

Medical Image Analysis

BBDM: Image-to-Image Translation with Brownian Bridge Diffusion Models

Bo Li, Kaitao Xue, Bin Liu et al.

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SynthSR: A public AI tool to turn heterogeneous clinical brain scans into high-resolution T1-weighted images for 3D morphometry

Juan Eugenio Iglesias, Benjamin Billot, Yaël Balbastre et al.

Science Advances

Base and Meta: A New Perspective on Few-Shot Segmentation

Chunbo Lang, Gong Cheng, Binfei Tu et al.

IEEE Transactions on Pattern Analysis and Machine Intelligence

MCF: Mutual Correction Framework for Semi-Supervised Medical Image Segmentation

Yongchao Wang, Bin Xiao, Xiuli Bi et al.

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TransMatch: A Transformer-Based Multilevel Dual-Stream Feature Matching Network for Unsupervised Deformable Image Registration

Zeyuan Chen, Yuanjie Zheng, James C. Gee

IEEE Transactions on Medical Imaging

Using DUCK-Net for polyp image segmentation

Razvan-Gabriel Dumitru, Darius Petelează, Catalin Craciun

Scientific Reports

Weakly supervised machine learning

Zeyu Ren, Shuihua Wang‎, Yudong Zhang

CAAI Transactions on Intelligence Technology

Dense extreme inception network for edge detection

Xavier Soria Poma, Ángel D. Sappa, Patricio Humanante et al.

Pattern Recognition

Robotic ultrasound imaging: State-of-the-art and future perspectives

Zhongliang Jiang, Septimiu E. Salcudean, Nassir Navab

Medical Image Analysis

PointCLIP V2: Prompting CLIP and GPT for Powerful 3D Open-world Learning

Xiangyang Zhu, Renrui Zhang, Bowei He et al.

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Brain Tumor Classification Using Meta-Heuristic Optimized Convolutional Neural Networks

Sarah Zuhair Kurdi, Mohammed Hasan Ali, Mustafa Musa Jaber et al.

Journal of Personalized Medicine

Accurate Detection of Alzheimer’s Disease Using Lightweight Deep Learning Model on MRI Data

Ahmed A. Abd El‐Latif, Samia Allaoua Chelloug, Maali Alabdulhafith et al.

Diagnostics

Generalist Vision Foundation Models for Medical Imaging: A Case Study of Segment Anything Model on Zero-Shot Medical Segmentation

Peilun Shi, Jianing Qiu, Sai Mu Dalike Abaxi et al.

Diagnostics

Solving 3D Inverse Problems Using Pre-Trained 2D Diffusion Models

Hyungjin Chung, Dohoon Ryu, Michael T. McCann et al.

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Automated Segmentation of Brain Tumor MRI Images Using Deep Learning

Surendran Rajendran, Suresh Kumar R, Tamilvizhi Thanarajan et al.

IEEE Access

Eres-UNet++: Liver CT image segmentation based on high-efficiency channel attention and Res-UNet++

Jian Li, Kongyu Liu, Yating Hu et al.

Computers in Biology and Medicine

Wavelet Diffusion Models are fast and scalable Image Generators

Hao Phung, Quan Dao, Anh Tran

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Natural scene reconstruction from fMRI signals using generative latent diffusion

Furkan Özçelik, Rufin VanRullen

Scientific Reports

SimpleClick: Interactive Image Segmentation with Simple Vision Transformers

Qin Liu, Zhenlin Xu, Gedas Bertasius et al.

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Directional Connectivity-based Segmentation of Medical Images

Ziyun Yang, Sina Farsiu

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Image semantic segmentation approach based on DeepLabV3 plus network with an attention mechanism

Yanyan Liu, Xiaotian Bai, Jiafei Wang et al.

Engineering Applications of Artificial Intelligence

Recent Advancements and Future Prospects in Active Deep Learning for Medical Image Segmentation and Classification

Tariq Mahmood, Amjad Rehman, Tanzila Saba et al.

IEEE Access

BiSeNet V3: Bilateral segmentation network with coordinate attention for real-time semantic segmentation

Tsung‐Han Tsai, Yu-Wei Tseng

Neurocomputing

ST-Unet: Swin Transformer boosted U-Net with Cross-Layer Feature Enhancement for medical image segmentation

Jing Zhang, Qiuge Qin, Qi Ye et al.

Computers in Biology and Medicine

3D Medical image segmentation using parallel transformers

Qingsen Yan, Shengqiang Liu, Songhua Xu et al.

Pattern Recognition

Semantics lead all: Towards unified image registration and fusion from a semantic perspective

Housheng Xie, Yukuan Zhang, Junhui Qiu et al.

Information Fusion

Image thresholding approaches for medical image segmentation - short literature review

Sandra Jardim, João António, Carlos León de Mora

Procedia Computer Science

Comparing 3D, 2.5D, and 2D Approaches to Brain Image Auto-Segmentation

Arman Avesta, Sajid Hossain, MingDe Lin et al.

Bioengineering

Masked Image Modeling Advances 3D Medical Image Analysis

Zekai Chen, Devansh Agarwal, K.K. Aggarwal et al.

2023 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)

Swin Unet3D: a three-dimensional medical image segmentation network combining vision transformer and convolution

Yimin Cai, Yuqing Long, Zhenggong Han et al.

BMC Medical Informatics and Decision Making

Interpretable Multi-Modal Image Registration Network Based on Disentangled Convolutional Sparse Coding

Xin Deng, Enpeng Liu, Shengxi Li et al.

IEEE Transactions on Image Processing

Diverse Sample Generation: Pushing the Limit of Generative Data-Free Quantization

Haotong Qin, Yifu Ding, Xiangguo Zhang et al.

IEEE Transactions on Pattern Analysis and Machine Intelligence

Flexible Fusion Network for Multi-Modal Brain Tumor Segmentation

Hengyi Yang, Tao Zhou, Yi Zhou et al.

IEEE Journal of Biomedical and Health Informatics

Co-training with High-Confidence Pseudo Labels for Semi-supervised Medical Image Segmentation

Zhiqiang Shen, Peng Cao, Hua Yang et al.

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Implicit Neural Representation in Medical Imaging: A Comparative Survey

Amirali Molaei, Amirhossein Aminimehr, Armin Tavakoli et al.

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XNet: Wavelet-Based Low and High Frequency Fusion Networks for Fully- and Semi-Supervised Semantic Segmentation of Biomedical Images

Yanfeng Zhou, Jiaxing Huang, Chenlong Wang et al.

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