Top Papers: Medizinische Bildsegmentierung (2026)

Die 50 meistzitierten Arbeiten zu Medizinische Bildsegmentierung aus dem Jahr 2026 (von 103 insgesamt).

Die automatische Bildsegmentierung ist eine Schlüsseltechnologie für die KI-gestützte Medizin. Algorithmen erkennen und markieren gezielt Organe, Tumore oder Gewebeveränderungen in CT-, MRT- und Ultraschallbildern. Das beschleunigt klinische Workflows und verbessert die Reproduzierbarkeit von Diagnosen. Diese Seite sammelt die wichtigsten Arbeiten aus diesem spezialisierten Forschungsfeld.

2024 2025 2026

#	Paper	Zitationen
1	MedAugment: Universal automatic data augmentation plug-in for medical image analysis Zhaoshan Liu, Qiujie Lv, Yifan Li et al. Knowledge-Based Systems	13
2	Alzheimer’s disease brain image segmentation using multi-feature fusion in 3D Rényi entropy model and quantum hybrid optimization Mingyang Yu, Jiaqi Zhang, Lu Yu et al. Artificial Intelligence Review	7
3	One-Stage Attention-Centric Instance Segmentation Framework for Gastrointestinal Disease Localization in Endoscopic Images Francis Joseph G. Libres, Hanz Ian B. Silva, Angel Michael A. Lu et al. —	5
4	A Review of Pseudo-Labeling for Computer Vision Patrick Kage, Jay C. Rothenberger, Pavlos Andreadis et al. Journal of Artificial Intelligence Research	5
5	Inflationary attractors and radiative corrections in light of ACT data W. Wolf Journal of Cosmology and Astroparticle Physics	3
6	Physical Regularization Loss: Integrating Physical Knowledge to Image Segmentation Yan Ding, Shuang Li, Huafeng Li et al. International Journal of Computer Vision	3
7	Automated long axial field of view PET image processing and kinetic modelling with the TurBO toolbox Jouni Tuisku, Santeri Palonen, Henri Kärpijoki et al. European Journal of Nuclear Medicine and Molecular Imaging	3
8	Geometric multi-instance learning for weakly supervised gastric cancer segmentation Chenshen Huang, Haoyun Xia, Xi Xiao et al. npj Digital Medicine	2
9	Frequency domain iterative clustering for boundary-preserving superpixel segmentation Junbin Zhuang, Kun Wang, Zhe Yuan et al. Applied Soft Computing	2
10	Leveraging image transformation and optical flow for heterogeneous change detection under co-registration errors Yuli Sun, Lin Lei, Gangyao Kuang Gangyao Kuang Pattern Recognition	2
11	UNISELF: A unified network with instance normalization and self-ensembled lesion fusion for multiple sclerosis lesion segmentation J Zhang, Lianrui Zuo, Blake E Dewey et al. Medical Image Analysis	2
12	Enhancing efficiency in pediatric brain tumor segmentation using a pathologically diverse single-center clinical dataset Arianna Piffer, Josef Alois Buchner, Antonio Giulio Gennari et al. Neuro-Oncology Advances	2
13	Shuffle Mamba: State Space Models with Random Shuffle for Multi-Modal Image Fusion Ke Cao, Xuanhua He, Tao Hu et al. IEEE Transactions on Circuits and Systems for Video Technology	2
14	Segmentation of objects in images using physical principles Patrícia C. T. Gonçalves, João Manuel R. S. Tavares, Renato Natal Jorge —	2
15	Brain tumor segmentation and classification: A CVAE-UNETR-ResNet50-VGG16 hybrid deep learning approach Wessam M. Salama, Moustafa Aly Alexandria Engineering Journal	2
16	Multiple-constraints exploration and prototype-guided noise identification for semi-supervised medical image segmentation H. B. Li, Xuanbo Xu, Qingfeng Xia et al. Biomedical Signal Processing and Control	2
17	Diffusion Models and Representation Learning: A Survey Michael Fuest, Pingchuan Ma, Ming Gui et al. IEEE Transactions on Pattern Analysis and Machine Intelligence	2
18	EPSO-net: A multi-objective evolutionary neural architecture search with PSO-guided mutation fusion for explainable brain tumor segmentation Farhana Yasmin, Yu Xue, Mahade Hasan et al. Information Fusion	2
19	A 3D Cross-modal Keypoint Descriptor for MR-US Matching and Registration Д. А. Морозов, Reuben Dorent, Nazim Haouchine IEEE Transactions on Medical Imaging	1
20	DFEN: Dual feature equalization network for medical image segmentation Jianjian Yin, Yi Chen, Chengyu Li et al. Knowledge-Based Systems	1
21	Deep Learning-Based Instance Segmentation: A Comprehensive Review of Algorithms, Challenges, and Future Directions JIACHENG LOU, Sergei Shavetov, Xuecheng Wen et al. The Visual Computer	1
22	DATR: Diffusion-Based 3D Apple Tree Reconstruction Framework With Sparse-View Tian Qiu, Alan Zoubi, Yiyuan Lin et al. IEEE Robotics and Automation Letters	1
23	Deep feature-based approaches for brain tumor classification and segmentation in medical imaging Agnesh Chandra Yadav, Maheshkumar H. Kolekar Biomedical Signal Processing and Control	1
24	Dynamic Swin-UNet: a transformer-based adaptive framework for precise and efficient Alzheimer’s disease brain segmentation Marwa Ben Gara Ali, Abir Smiti Multimedia Tools and Applications	1
25	Diff4MMLiTS: Advanced Multimodal Liver Tumor Segmentation via Diffusion-Based Image Synthesis and Alignment Shiyun Chen, Li Lin, Pujin Cheng et al. Lecture notes in computer science	1
26	M‐PointNet: A Multi‐Layer Embedded Deep Learning Model for 3D Intracranial Aneurysm Classification and Segmentation Jiaqi Wang, Juntong Liu, Zhengyuan Xu et al. IET Image Processing	1
27	Brain Tumor Volume Estimation Using Ellipsoid Approximation with Shape Correction Method Akash Verma, Arun Kumar Yadav Lecture notes in networks and systems	1
28	Collaborative Dual-Network Training With Region-Based Knowledge Distillation for Semi-Supervised Medical Image Segmentation Ridvan Karatas, Aydın Kaya IEEE Access	1
29	GPU-Based Parallel Euclidean Distance Transform Algorithm Yucheng Lu, Xiaoying Zhu, Anlong Pang et al. Mathematics	1
30	A Multiple Sclerosis MRI Dataset with Tri-Mask Annotations for Lesion Segmentation Mahdi Bashiri Bawil, Mousa Shamsi, Aydin Ghalehasadi et al. Scientific Data	1
31	Enhancing Surgical Planning with AI-Driven Segmentation and Classification of Oncological MRI Scans Alejandro Martinez Guillermo, Juan Zapata, Juan Martínez-Alajarín et al. Sensors	1
32	Refining Image Edge Detection via Linear Canonical Riesz Transforms Shuhui Yang, Zunwei Fu Zunwei Fu, Dachun Yang et al. SIAM Journal on Imaging Sciences	1
33	Regional Hausdorff Distance Losses for Medical Image Segmentation Lisa Guzzi, María A. Zuluaga, Riccardo Taiello et al. Lecture notes in computer science	1
34	Task-specific knowledge distillation from the vision foundation model for enhanced medical image segmentation Pengchen Liang, Haishan Huang, Bin Pu et al. Knowledge-Based Systems	1
35	SSS: Semi-Supervised SAM-2 with efficient prompting for medical imaging segmentation Hongjie Zhu, Xiwei Liu, Rundong Xue et al. Biomedical Signal Processing and Control	1
36	Scale adaptive and robust intrinsic dimension estimation via optimal neighbourhood identification Antonio Di Noia, Iuri Macocco, Aldo Glielmo et al. Scientific Reports	1
37	Towards robust brain tumor segmentation under modality incompleteness: A contribution-optimized edge-enhanced network Yanfeng He, Fangning Hu, Guoxiang Tong Expert Systems with Applications	1
38	A Review of U-Net Based Deep Learning Frameworks for MRI-Based Brain Tumor Segmentation Ayşe BAŞTUĞ KOÇ, Devrim Akgün Diagnostics	1
39	AutoPromptSeg: Automated Decoupling of Uncertainty Prompts with SAM for semi-supervised medical image segmentation Junan Zhu, Zhizhe Tang, Ping Ma et al. Computerized Medical Imaging and Graphics	1
40	Synthesizing 4D image phantoms spanning multiple respiratory cycles from heterogeneous data sources Elodie Lugez Physics in Medicine and Biology	1
41	Optimised Canny edge detection algorithm for medical image feature mapping and extraction A.E. Emmanuel, K.A. Amusa, T.C. Erinosho et al. Engineering Applications of Artificial Intelligence	1
42	DuoViT-AD: A dual-scale vision transformer for Alzheimer’s disease detection from brain MRI Sana Trigui, Hala Bezine Pattern Recognition Letters	1
43	AI for Medical Image Analysis —	1
44	Geometry-guided multi-view 3D object detection for autonomous driving Zefeng Pan, Huifeng Wang, Hao Du et al. Knowledge-Based Systems	1
45	Medical image segmentation via Attention-enhanced Mamba with learnable Symmetry scan and a benchmark Xiaowei Zhao, Chenglong Li, Jin Tang et al. Pattern Recognition	1
46	A lightweight brain tumor segmentation network based on cross-modality feature fusion Yawen Fan, Chenziyi Huang, Xiang Wang et al. Engineering Applications of Artificial Intelligence	1
47	Object style diffusion for generalized object detection in urban scene Hao Li, Xiangyuan Yang, Mengzhu Wang et al. Pattern Recognition	1
48	Efficient breast cancer segmentation via Brownian Bridge diffusion with semantic fusion strategy Feiyan Feng, Tianyu Liu, Fulin Zheng et al. Pattern Recognition	1
49	Efficient Self-Supervised Grading of Prostate Cancer Pathology Riddhasree Bhattacharyya, Surochita Pal, Sushmita Mitra IEEE Transactions on Systems Man and Cybernetics Systems	1
50	NucVerse3D: Generalizable 3D nuclear instance segmentation across heterogeneous microscopy modalities Jorge Vergara, Cristian Pérez-Gallardo, Ricardo Velasco et al. bioRxiv (Cold Spring Harbor Laboratory)	1

Top Papers: Medizinische Bildsegmentierung (2026)

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