BiUMamba Paper Tracker

OpenAlex + multilingual-e5-small + DeepSeek score >= 0.65

Total: 41 papers | Displaying: 41 | This batch: 4 new | Updated: 2026-10-08

This is a metadata/title/abstract ranking pipeline — not a full-text RAG system.
Papers are scored by e5-small multi-anchor similarity + venue/citation bonus, then judged by DeepSeek in MICCAI reviewer mode.
No PDF download, no chunking, no vector DB retrieval. Always aim for quality over quantity.

#	Title	Score
1	A lightweight CNN-mamba fusion model with cross-scale fusion for breast cancer image segmentation NEW Yuwen Yu, Li Kang, Weixuan Gao Ain Shams Engineering Journal 2026-09-30 Cited: 0 Bonus: +0.16 \| Flags: mamba+seg, measured_resource_tradeoff DeepSeek Judge Segmentation 8 Mamba/SSM 8 Scan Design 6 Training Memory 6 Fusion 7 Empirical Trade-off 5 Citation Value 7 Reproducibility 5 Judge Final 6.5/10 Lightweight CNN-Mamba fusion with cross-scale fusion for breast segmentation; directly relevant to Mamba segmentation and fusion design.	0.742
2	MambaGLA-NPC: a 3D framework integrating CNN and state space models for robust multi-center nasopharyngeal carcinoma segmentation Wei Jin, Wei Jin, Xiaobo Chen, Weifeng Jin, Weifeng Jin Frontiers in Genome Editing 2026-09-29 Cited: 0 Bonus: +0.10 \| Flags: mamba+seg DeepSeek Judge Segmentation 9 Mamba/SSM 8 SSL 0 Pretraining 0 Adaptive Fusion 4 Citation Value 7 Reproducibility 5 Judge Final 6.5/10 3D CNN-SSM framework for nasopharyngeal carcinoma segmentation; relevant Mamba-based medical segmentation work.	0.671
3	DT-MSMamba: dual-teacher consensus with multi-scale Mamba-CNN interaction for semi-supervised 3D medical image segmentation Chao Zhang, Biyuan Li, Jinying Ma, Jiangtao Liu, Xiaofeng Yao Measurement Science and Technology 2026-09-23 Cited: 0 Bonus: +0.10 \| Flags: mamba+seg DeepSeek Judge Segmentation 9 Mamba/SSM 8 SSL 6 Pretraining 0 Adaptive Fusion 5 Citation Value 8 Reproducibility 6 Judge Final 7.0/10 Dual-teacher semi-supervised 3D segmentation with multi-scale Mamba-CNN; highly relevant to Mamba, SSL, and segmentation.	0.701
4	SPAR-UNet: a structure-aware prior and ambiguity-guided refinement network for medical image segmentation Zixian Pan, Chenlu Zhao, Sergey Ablameyko, Alexander Tuzikov, A. Nedzved Scientific Reports 2026-09-18 Cited: 0 Bonus: +0.20 \| Flags: mamba+seg, related_work_core DeepSeek Judge Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 6 Citation Value 8 Reproducibility 6 Judge Final 7.5/10 Structure-aware prior and ambiguity-guided refinement with Mamba for segmentation; strongly relevant to BiUMamba method and related work.	0.835
5	Boundary-interior ratio: a spatially decomposed evaluation framework for CNN and mamba-based breast ultrasound segmentation Aymen M. Al-Hejri, Wad Ghaban, Sultan S. Alshamrani, Ahmed Saeed AlGhamdi, Ebrahim Mohammed Senan Scientific Reports 2026-09-01 Cited: 0 Bonus: +0.20 \| Flags: mamba+seg, related_work_core DeepSeek Judge Segmentation 9 Mamba/SSM 8 SSL 0 Pretraining 0 Adaptive Fusion 4 Citation Value 7 Reproducibility 5 Judge Final 6.5/10 Boundary-interior evaluation of CNN and Mamba breast ultrasound segmentation; relevant Mamba segmentation analysis.	0.766
6	HUM-Net: A Robust Semantic Segmentation Model for Medical Imaging Under Wireless Channel Degradations Mohammed Younis Thanoun, Mohammad J. M. Zedan, Abdulbasit M. A. Sabaawi, Ahmed A. Mohammed, Ersin Elbaşı Journal Européen des Systèmes Automatisés 2026-08-31 Cited: 0 Bonus: +0.10 \| Flags: mamba+seg DeepSeek Judge Segmentation 9 Mamba/SSM 8 SSL 0 Pretraining 0 Adaptive Fusion 6 Citation Value 7 Reproducibility 5 Judge Final 6.5/10 Hybrid U-Net with Mamba VSS bottleneck and state-space attention gates; relevant to Mamba segmentation and adaptive fusion.	0.667
7	MGA-UNet: A Frequency-Aware Multi-Scale Mamba U-Net for Medical Image Segmentation Shuaikang Qiu, Xuan Wang, Kaile Su, Yongchao Song, Qiang Zheng Sensors 2026-08-27 Cited: 0 Bonus: +0.10 \| Flags: mamba+seg DeepSeek Judge Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 5 Citation Value 8 Reproducibility 6 Judge Final 7.5/10 Frequency-aware multi-scale Mamba U-Net for medical segmentation; strong Mamba segmentation relevance for BiUMamba.	0.745
8	Integrating state space models and attention mechanisms for brain tumor segmentation in MRI Saritha Saladi, Riyaz Hussain Shaik, Abhi Chevuri, Kishore Penumala, Yepuganti Karuna Scientific Reports 2026-08-20 Cited: 0 Bonus: +0.10 \| Flags: mamba+seg DeepSeek Judge Segmentation 9 Mamba/SSM 8 SSL 0 Pretraining 0 Adaptive Fusion 5 Citation Value 7 Reproducibility 5 Judge Final 6.5/10 Hybrid SSM and attention UNet for brain tumor MRI segmentation; directly relevant to Mamba-based medical segmentation.	0.681
9	WVM-UNet: A Wavelet–Vision Mamba Framework for Enhanced Medical Image Segmentation Yulong Yang, Wen Gao, Zhengguo Wu, Chuanghua Yang Journal of Imaging 2026-08-11 Cited: 0 Bonus: +0.20 \| Flags: mamba+seg, related_work_core DeepSeek Judge Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 0 Citation Value 8 Reproducibility 7 Judge Final 8.0/10 Wavelet-Vision Mamba UNet for medical segmentation, highly relevant to Mamba-based segmentation.	0.888
10	WVM-UNet: A Wavelet–Vision Mamba Framework for Enhanced Medical Image Segmentation Yulong Yang, Wen Gao, Zhengguo Wu, Chuanghua Yang Journal of Imaging 2026-08-11 Cited: 1 Bonus: +0.20 \| Flags: mamba+seg, related_work_core DeepSeek Judge Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 1 Adaptive Fusion 4 Citation Value 8 Reproducibility 6 Judge Final 7.5/10 Wavelet-Vision Mamba UNet for medical segmentation; highly relevant to Mamba-based segmentation and BiUMamba related work.	0.855
11	Multi-view Vision Mamba U-Shaped Network Framework for Medical Image Segmentation Sufen Guo, Xueguang Li Journal of Visualized Experiments 2026-08-07 Cited: 0 Bonus: +0.10 \| Flags: mamba+seg DeepSeek Judge Segmentation 8 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 0 Citation Value 7 Reproducibility 5 Judge Final 7.0/10 Multi-view Vision Mamba U-Net for medical segmentation, relevant but less novel.	0.707
12	Leap-mamba: locality-enhanced feature calibration with pixel-region dual-stream vision mamba UNet for medical image segmentation Bin Ge, Caihan Yue, Chenxing Xia, Junshuai Zheng, Yifei Zhang Multimedia Systems 2026-08-01 Cited: 0 Bonus: +0.10 \| Flags: mamba+seg DeepSeek Judge Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 5 Citation Value 8 Reproducibility 7 Judge Final 8.0/10 Locality-enhanced dual-stream Vision Mamba UNet, relevant to Mamba segmentation and feature fusion.	0.782
13	Patch-MoE Mamba: A Patch-Ordered Mixture-of-Experts State Space Architecture for Medical Image Segmentation Diego Adame, Fabian Vazquez, Jose A. Nuñez, Huimin Li, Jinghao Yang 2026 IEEE/ACM Conference on Connected Health: Applications, Systems and Engineering Technologies (CHASE) 2026-08-01 Cited: 0 Bonus: +0.10 \| Flags: mamba+seg DeepSeek Judge Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 0 Citation Value 8 Reproducibility 7 Judge Final 8.0/10 Patch-ordered MoE State Space architecture for medical segmentation, relevant to Mamba and segmentation.	0.768
14	MambaFuse: A Mixture of Experts-Driven State Space Model for Efficient Medical Image Segmentation Chintha Sri Pothuraju, Amit Soni Arya, R.China Appala Naidu, Meghana Karri, Koushik Biswas Pattern Recognition Letters 2026-08-01 Cited: 0 Bonus: +0.10 \| Flags: mamba+seg DeepSeek Judge Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 6 Citation Value 8 Reproducibility 7 Judge Final 8.0/10 Mixture of Experts-driven SSM for medical segmentation, relevant to Mamba and fusion.	0.767
15	MamNet-PT: A Mamba-enhanced hybrid architecture with selective state-space modeling for uncertainty-aware brain tumor segmentation Yu Sun, Yihang Qin PLoS ONE 2026-07-15 Cited: 0 Bonus: +0.10 \| Flags: mamba+seg DeepSeek Judge Segmentation 9 Mamba/SSM 8 SSL 0 Pretraining 0 Adaptive Fusion 0 Citation Value 6 Reproducibility 4 Judge Final 6.2/10 MamNet-PT: Mamba-enhanced hybrid architecture for brain tumor segmentation, relevant to Mamba and segmentation.	0.652
16	Hierarchical vision mamba U-net for farmland semantic segmentation from remote sensing imagery Jing Zhang, Ting Zhang, Guohong Qi Frontiers in Plant Science 2026-07-15 Cited: 0 Bonus: +0.30 \| Flags: mamba+seg, adaptive_or_bidirectional, related_work_core DeepSeek Judge Segmentation 5 Mamba/SSM 8 SSL 0 Pretraining 0 Adaptive Fusion 0 Citation Value 4 Reproducibility 4 Judge Final 4.0/10 Hierarchical Vision Mamba for farmland segmentation, not medical, lower relevance.	0.685
17	Region-Wise Bézier Intensity Augmentation for Domain-Generalized Brain Tumor Segmentation with a Mamba U-Net Mustafa Yurdakul, Merve Ersoy, Faruk Özger, Ishak Pacal Journal of Clinical Medicine 2026-07-14 Cited: 1 Bonus: +0.20 \| Flags: mamba+seg, related_work_core DeepSeek Judge Segmentation 9 Mamba/SSM 8 SSL 0 Pretraining 0 Adaptive Fusion 0 Citation Value 7 Reproducibility 5 Judge Final 6.8/10 BA-SwinMamba: region-wise Bézier augmentation with Mamba U-Net for brain tumor segmentation, relevant to Mamba and segmentation.	0.788
18	Uncertainty-guided mamba network for efficient medical image segmentation with evidential deep learning S Y Sun, Chihui Long, Xingbo Dong, 明子盧, Yiqing Tan Scientific Reports 2026-07-13 Cited: 0 Bonus: +0.20 \| Flags: mamba+seg, related_work_core DeepSeek Judge Segmentation 9 Mamba/SSM 8 SSL 0 Pretraining 0 Adaptive Fusion 0 Citation Value 7 Reproducibility 5 Judge Final 6.8/10 Uncertainty-guided Mamba network for medical image segmentation, highly relevant to Mamba and segmentation.	0.797
19	MSCF-Net: A Vision Mamba Network with Multi-Scale Context Bridging and Cross-Layer Adaptive Fusion for Medical Image Segmentation Jiahao Guo, Tao Chen, Jiaxi Hu, Yuanhong Zhou Journal of Imaging 2026-07-03 Cited: 0 Bonus: +0.30 \| Flags: mamba+seg, adaptive_or_bidirectional, related_work_core DeepSeek Judge Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 9 Citation Value 9 Reproducibility 8 Judge Final 9.0/10 Vision Mamba with multi-scale context and cross-layer adaptive fusion, directly aligns with BiUMamba's adaptive fusion focus.	1.0
20	FS‐Mamba: Feature‐wise scanning Mamba UNet for automatic image segmentation in liver tumor radiotherapy Peijun Yin, Xueren Zhang, X J Liu, Z H Jiang, Qingtao Qiu Journal of Applied Clinical Medical Physics 2026-07-01 Cited: 0 Bonus: +0.20 \| Flags: mamba+seg, related_work_core DeepSeek Judge Segmentation 9 Mamba/SSM 8 SSL 0 Pretraining 0 Adaptive Fusion 0 Citation Value 6 Reproducibility 4 Judge Final 6.2/10 FS-Mamba: Feature-wise scanning Mamba UNet for liver tumor segmentation, relevant to Mamba and segmentation.	0.753
21	A Mamba-based channel attention-enhanced model for medical image segmentation Yazhi Liu, Jiamin Li, Yating Zhao, Zhigang Liu, Wei Li Signal, Image and Video Processing 2026-07-01 Cited: 0 Bonus: +0.10 \| Flags: mamba+seg DeepSeek Judge Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 5 Citation Value 7 Reproducibility 6 Judge Final 7.5/10 Mamba-based channel attention for medical segmentation, relevant to Mamba and segmentation.	0.731
22	DDKVM-UNet: Dual-Domain KAN with vision mamba U-Net for medical image segmentation Shangwang Liu, Kun Wang, Yuhui Ren, Guoqi Liu, Hualei Shen Signal Image and Video Processing 2026-06-01 Cited: 0 Bonus: +0.20 \| Flags: mamba+seg, related_work_core DeepSeek Judge Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 0 Citation Value 7 Reproducibility 5 Judge Final 7.0/10 DDKVM-UNet: Dual-Domain KAN with vision mamba U-Net, highly relevant to Mamba and segmentation.	0.81
23	MambaClinix: hierarchical gated convolution and mamba-based u-net for enhanced 3D medical image segmentation Chenyuan Bian, X S Chen Biomedical Signal Processing and Control 2026-05-26 Cited: 1 Bonus: +0.10 \| Flags: mamba+seg DeepSeek Judge Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 0 Citation Value 7 Reproducibility 5 Judge Final 7.0/10 MambaClinix: hierarchical gated convolution and mamba-based U-Net for 3D segmentation, highly relevant to Mamba and segmentation.	0.71
24	Decoding the surgical scene: A scoping review of scene graphs in surgery Angelo Henriques, Korab Hoxha, Daniel Zapp, Peter Charbel Issa, Nassir Navab Medical Image Analysis 2026-04-25 Cited: 1	0.663
25	MambaSSM: efficient segmentation of brain structures in anisotropic 3D EM images via state-space models Minjie Liu, Laifu Fang, Qinhu Zhang, Hongyu Yang Frontiers in Neuroscience 2026-04-16 Cited: 0	0.768
26	Liver Tumor Segmentation via State Space Modeling and Multi-Scale Detail Enhancement Yuhang Feng Academic Journal of Applied Sciences 2026-03-25 Cited: 0	0.691
27	Mamba-enhanced codebook learning with anatomical constraints for liver and tumor segmentation in 3D CT volumes Yanfei Teng, Xiao Li, Zhenpeng Chen, Shunlin Guo Frontiers in Medical Technology 2026-03-18 Cited: 0	0.69
28	2D-CrossScan Mamba: Enhancing State Space Models with Spatially Consistent Multi-Path 2D Information Propagation Longlong Yu, Wenxi Li, Yaoqi Sun, Hang Xu, Chenggang Yan Proceedings of the AAAI Conference on Artificial Intelligence 2026-03-14 Cited: 0	0.66
29	PCa-Mamba: Spatiotemporal state space models for prostate cancer detection in multi-parametric MRI Kai Zhao, Alex Ling Yu Hung, Kaifeng Pang, Parsa Hajipour, Holden H. Wu Medical Image Analysis 2026-03-11 Cited: 4	0.766
30	Clinically oriented automatic 2D liver tumor segmentation: LCMambaNet with a state-space model and liver cancer–specific attention Pengcheng Sun, Jing Yu, Qi Gu, Luping Zhang, Yuhan Sun Frontiers in Oncology 2026-02-03 Cited: 1	0.7
31	EfficientVMamba: Atrous Selective Scan for Light Weight Visual Mamba Xiaohuan Pei, Tao Huang, Chang Xu Proceedings of the AAAI Conference on Artificial Intelligence 2025-04-11 Cited: 165 Bonus: +0.18 \| Flags: measured_resource_tradeoff, related_work_core DeepSeek Judge Segmentation 6 Mamba/SSM 8 Scan Design 8 Training Memory 8 Fusion 3 Empirical Trade-off 5 Citation Value 8 Reproducibility 6 Judge Final 7.5/10 EfficientVMamba's atrous selective scan and lightweight design are directly relevant to scan design and memory-efficiency trade-offs.	0.829
32	LocalMamba: Visual State Space Model with Windowed Selective Scan NEW Tao Huang, Xiaohuan Pei, Shan You, Fei Wang, Chen Qian Lecture notes in computer science 2025-01-01 Cited: 239 Bonus: +0.10 \| Flags: related_work_core DeepSeek Judge Segmentation 4 Mamba/SSM 9 Scan Design 10 Training Memory 7 Fusion 5 Empirical Trade-off 6 Citation Value 9 Reproducibility 7 Judge Final 8.0/10 LocalMamba's windowed selective scan is highly relevant to channel-grouped bidirectional scanning design and efficiency trade-offs.	0.772
33	GroupMamba: Efficient Group-Based Visual State Space Model Abdelrahman Shaker, Syed Talal Wasim, Salman A. Khan, Jüergen Gall, Fahad Shahbaz Khan arXiv (Cornell University) 2024-07-18 Cited: 3 Bonus: +0.30 \| Flags: mamba+seg+scan_design, channel_or_feature_grouping, related_work_core DeepSeek Judge Segmentation 4 Mamba/SSM 9 Scan Design 9 Training Memory 8 Fusion 5 Empirical Trade-off 5 Citation Value 9 Reproducibility 6 Judge Final 8.0/10 GroupMamba's channel-grouped visual state space design is the closest conceptual match to BiUMamba's channel-grouped bidirectional scanning.	0.984
34	LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation Weibin Liao, Yinghao Zhu, Xinyuan Wang, Chengwei Pan, Yasha Wang arXiv (Cornell University) 2024-03-08 Cited: 49 Bonus: +0.08 \| Flags: mamba+seg DeepSeek Judge Segmentation 8 Mamba/SSM 8 Scan Design 5 Training Memory 8 Fusion 3 Empirical Trade-off 4 Citation Value 8 Reproducibility 6 Judge Final 7.5/10 LightM-UNet directly targets lightweight Mamba segmentation; highly relevant to memory-efficiency motivation though scan design is not grouped.	0.742
35	MedMamba: Vision Mamba for Medical Image Classification Yubiao Yue, Zhenzhang Li arXiv (Cornell University) 2024-03-06 Cited: 73 Bonus: +0.10 \| Flags: related_work_core DeepSeek Judge Segmentation 5 Mamba/SSM 9 Scan Design 5 Training Memory 4 Fusion 3 Empirical Trade-off 3 Citation Value 7 Reproducibility 6 Judge Final 6.0/10 MedMamba is a Vision Mamba medical classification work; useful for Mamba background but not segmentation or memory-tradeoff core.	0.668
36	Mamba-UNet: UNet-Like Pure Visual Mamba for Medical Image Segmentation Ziyang Wang, Jian-Qing Zheng, Yichi Zhang, Cui, Ge, Li, Lei arXiv (Cornell University) 2024-02-07 Cited: 89 Bonus: +0.18 \| Flags: mamba+seg, related_work_core DeepSeek Judge Segmentation 9 Mamba/SSM 9 Scan Design 5 Training Memory 4 Fusion 3 Empirical Trade-off 3 Citation Value 9 Reproducibility 6 Judge Final 8.0/10 Core Mamba-UNet baseline for medical segmentation; essential Related Work/Method comparison though scan design and memory analysis are limited.	0.897
37	VM-UNet: Vision Mamba UNet for Medical Image Segmentation Jiacheng Ruan, Li, Jincheng, Xiang, Suncheng arXiv (Cornell University) 2024-02-04 Cited: 218 Bonus: +0.18 \| Flags: mamba+seg, related_work_core DeepSeek Judge Segmentation 9 Mamba/SSM 9 Scan Design 5 Training Memory 4 Fusion 3 Empirical Trade-off 3 Citation Value 9 Reproducibility 6 Judge Final 8.0/10 VM-UNet is a canonical Vision Mamba segmentation baseline; highly citable for BiUMamba Related Work and method positioning.	0.892
38	U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation Jun Ma, Li Fei-Fei, Bo Wang arXiv (Cornell University) 2024-01-09 Cited: 240 Bonus: +0.18 \| Flags: mamba+seg, related_work_core DeepSeek Judge Segmentation 9 Mamba/SSM 9 Scan Design 5 Training Memory 4 Fusion 3 Empirical Trade-off 3 Citation Value 9 Reproducibility 6 Judge Final 8.0/10 U-Mamba is a foundational biomedical Mamba segmentation work; must-cite baseline despite limited scan/memory analysis.	0.889
39	SegMamba: Long-Range Sequential Modeling Mamba for 3D Medical Image Segmentation Zhaohu Xing, Tian Ye, Yijun Yang, Guang Liu, Lei Zhu Lecture notes in computer science 2024-01-01 Cited: 537 Bonus: +0.18 \| Flags: mamba+seg, related_work_core DeepSeek Judge Segmentation 9 Mamba/SSM 9 Scan Design 6 Training Memory 5 Fusion 3 Empirical Trade-off 3 Citation Value 9 Reproducibility 6 Judge Final 8.0/10 SegMamba is a key 3D medical Mamba segmentation baseline; strong citation value for BiUMamba, though not focused on channel-grouped scanning.	0.888
40	Swin-UMamba: Mamba-Based UNet with ImageNet-Based Pretraining NEW Jiarun Liu, Hao Yang, Hong-Yu Zhou, Yan Xi, Lequan Yu Lecture notes in computer science 2024-01-01 Cited: 332 Bonus: +0.10 \| Flags: related_work_core DeepSeek Judge Segmentation 9 Mamba/SSM 10 Scan Design 7 Training Memory 6 Fusion 6 Empirical Trade-off 6 Citation Value 10 Reproducibility 7 Judge Final 8.5/10 Swin-UMamba is a core medical Mamba segmentation baseline directly relevant to BiUMamba's Related Work and Method comparisons.	0.817
41	VMamba: Visual State Space Model NEW Yue Liu, Yunjie Tian, Yuzhong Zhao, Hongtian Yu, Lingxi Xie neural information processing systems 2024-01-01 Cited: 865 Bonus: +0.10 \| Flags: related_work_core DeepSeek Judge Segmentation 3 Mamba/SSM 10 Scan Design 9 Training Memory 7 Fusion 5 Empirical Trade-off 6 Citation Value 9 Reproducibility 7 Judge Final 7.5/10 VMamba is the foundational vision SSM with cross-scan design, essential for BiUMamba's scan-design and memory discussion.	0.736

Title

Score

A lightweight CNN-mamba fusion model with cross-scale fusion for breast cancer image segmentation NEW

Yuwen Yu, Li Kang, Weixuan Gao

Ain Shams Engineering Journal 2026-09-30 Cited: 0

Bonus: +0.16 | Flags: mamba+seg, measured_resource_tradeoff

DeepSeek Judge

Segmentation 8 Mamba/SSM 8 Scan Design 6 Training Memory 6 Fusion 7 Empirical Trade-off 5 Citation Value 7 Reproducibility 5 Judge Final 6.5/10

Lightweight CNN-Mamba fusion with cross-scale fusion for breast segmentation; directly relevant to Mamba segmentation and fusion design.

0.742

MambaGLA-NPC: a 3D framework integrating CNN and state space models for robust multi-center nasopharyngeal carcinoma segmentation

Wei Jin, Wei Jin, Xiaobo Chen, Weifeng Jin, Weifeng Jin

Frontiers in Genome Editing 2026-09-29 Cited: 0

Bonus: +0.10 | Flags: mamba+seg

DeepSeek Judge

Segmentation 9 Mamba/SSM 8 SSL 0 Pretraining 0 Adaptive Fusion 4 Citation Value 7 Reproducibility 5 Judge Final 6.5/10

3D CNN-SSM framework for nasopharyngeal carcinoma segmentation; relevant Mamba-based medical segmentation work.

0.671

DT-MSMamba: dual-teacher consensus with multi-scale Mamba-CNN interaction for semi-supervised 3D medical image segmentation

Chao Zhang, Biyuan Li, Jinying Ma, Jiangtao Liu, Xiaofeng Yao

Measurement Science and Technology 2026-09-23 Cited: 0

Bonus: +0.10 | Flags: mamba+seg

DeepSeek Judge

Segmentation 9 Mamba/SSM 8 SSL 6 Pretraining 0 Adaptive Fusion 5 Citation Value 8 Reproducibility 6 Judge Final 7.0/10

Dual-teacher semi-supervised 3D segmentation with multi-scale Mamba-CNN; highly relevant to Mamba, SSL, and segmentation.

0.701

SPAR-UNet: a structure-aware prior and ambiguity-guided refinement network for medical image segmentation

Zixian Pan, Chenlu Zhao, Sergey Ablameyko, Alexander Tuzikov, A. Nedzved

Scientific Reports 2026-09-18 Cited: 0

Bonus: +0.20 | Flags: mamba+seg, related_work_core

DeepSeek Judge

Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 6 Citation Value 8 Reproducibility 6 Judge Final 7.5/10

Structure-aware prior and ambiguity-guided refinement with Mamba for segmentation; strongly relevant to BiUMamba method and related work.

0.835

Boundary-interior ratio: a spatially decomposed evaluation framework for CNN and mamba-based breast ultrasound segmentation

Aymen M. Al-Hejri, Wad Ghaban, Sultan S. Alshamrani, Ahmed Saeed AlGhamdi, Ebrahim Mohammed Senan

Scientific Reports 2026-09-01 Cited: 0

Bonus: +0.20 | Flags: mamba+seg, related_work_core

DeepSeek Judge

Segmentation 9 Mamba/SSM 8 SSL 0 Pretraining 0 Adaptive Fusion 4 Citation Value 7 Reproducibility 5 Judge Final 6.5/10

Boundary-interior evaluation of CNN and Mamba breast ultrasound segmentation; relevant Mamba segmentation analysis.

0.766

HUM-Net: A Robust Semantic Segmentation Model for Medical Imaging Under Wireless Channel Degradations

Mohammed Younis Thanoun, Mohammad J. M. Zedan, Abdulbasit M. A. Sabaawi, Ahmed A. Mohammed, Ersin Elbaşı

Journal Européen des Systèmes Automatisés 2026-08-31 Cited: 0

Bonus: +0.10 | Flags: mamba+seg

DeepSeek Judge

Segmentation 9 Mamba/SSM 8 SSL 0 Pretraining 0 Adaptive Fusion 6 Citation Value 7 Reproducibility 5 Judge Final 6.5/10

Hybrid U-Net with Mamba VSS bottleneck and state-space attention gates; relevant to Mamba segmentation and adaptive fusion.

0.667

MGA-UNet: A Frequency-Aware Multi-Scale Mamba U-Net for Medical Image Segmentation

Shuaikang Qiu, Xuan Wang, Kaile Su, Yongchao Song, Qiang Zheng

Sensors 2026-08-27 Cited: 0

Bonus: +0.10 | Flags: mamba+seg

DeepSeek Judge

Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 5 Citation Value 8 Reproducibility 6 Judge Final 7.5/10

Frequency-aware multi-scale Mamba U-Net for medical segmentation; strong Mamba segmentation relevance for BiUMamba.

0.745

Integrating state space models and attention mechanisms for brain tumor segmentation in MRI

Saritha Saladi, Riyaz Hussain Shaik, Abhi Chevuri, Kishore Penumala, Yepuganti Karuna

Scientific Reports 2026-08-20 Cited: 0

Bonus: +0.10 | Flags: mamba+seg

DeepSeek Judge

Segmentation 9 Mamba/SSM 8 SSL 0 Pretraining 0 Adaptive Fusion 5 Citation Value 7 Reproducibility 5 Judge Final 6.5/10

Hybrid SSM and attention UNet for brain tumor MRI segmentation; directly relevant to Mamba-based medical segmentation.

0.681

WVM-UNet: A Wavelet–Vision Mamba Framework for Enhanced Medical Image Segmentation

Yulong Yang, Wen Gao, Zhengguo Wu, Chuanghua Yang

Journal of Imaging 2026-08-11 Cited: 0

Bonus: +0.20 | Flags: mamba+seg, related_work_core

DeepSeek Judge

Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 0 Citation Value 8 Reproducibility 7 Judge Final 8.0/10

Wavelet-Vision Mamba UNet for medical segmentation, highly relevant to Mamba-based segmentation.

0.888

WVM-UNet: A Wavelet–Vision Mamba Framework for Enhanced Medical Image Segmentation

Yulong Yang, Wen Gao, Zhengguo Wu, Chuanghua Yang

Journal of Imaging 2026-08-11 Cited: 1

Bonus: +0.20 | Flags: mamba+seg, related_work_core

DeepSeek Judge

Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 1 Adaptive Fusion 4 Citation Value 8 Reproducibility 6 Judge Final 7.5/10

Wavelet-Vision Mamba UNet for medical segmentation; highly relevant to Mamba-based segmentation and BiUMamba related work.

0.855

Multi-view Vision Mamba U-Shaped Network Framework for Medical Image Segmentation

Sufen Guo, Xueguang Li

Journal of Visualized Experiments 2026-08-07 Cited: 0

Bonus: +0.10 | Flags: mamba+seg

DeepSeek Judge

Segmentation 8 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 0 Citation Value 7 Reproducibility 5 Judge Final 7.0/10

Multi-view Vision Mamba U-Net for medical segmentation, relevant but less novel.

0.707

Leap-mamba: locality-enhanced feature calibration with pixel-region dual-stream vision mamba UNet for medical image segmentation

Bin Ge, Caihan Yue, Chenxing Xia, Junshuai Zheng, Yifei Zhang

Multimedia Systems 2026-08-01 Cited: 0

Bonus: +0.10 | Flags: mamba+seg

DeepSeek Judge

Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 5 Citation Value 8 Reproducibility 7 Judge Final 8.0/10

Locality-enhanced dual-stream Vision Mamba UNet, relevant to Mamba segmentation and feature fusion.

0.782

Patch-MoE Mamba: A Patch-Ordered Mixture-of-Experts State Space Architecture for Medical Image Segmentation

Diego Adame, Fabian Vazquez, Jose A. Nuñez, Huimin Li, Jinghao Yang

2026 IEEE/ACM Conference on Connected Health: Applications, Systems and Engineering Technologies (CHASE) 2026-08-01 Cited: 0

Bonus: +0.10 | Flags: mamba+seg

DeepSeek Judge

Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 0 Citation Value 8 Reproducibility 7 Judge Final 8.0/10

Patch-ordered MoE State Space architecture for medical segmentation, relevant to Mamba and segmentation.

0.768

MambaFuse: A Mixture of Experts-Driven State Space Model for Efficient Medical Image Segmentation

Chintha Sri Pothuraju, Amit Soni Arya, R.China Appala Naidu, Meghana Karri, Koushik Biswas

Pattern Recognition Letters 2026-08-01 Cited: 0

Bonus: +0.10 | Flags: mamba+seg

DeepSeek Judge

Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 6 Citation Value 8 Reproducibility 7 Judge Final 8.0/10

Mixture of Experts-driven SSM for medical segmentation, relevant to Mamba and fusion.

0.767

MamNet-PT: A Mamba-enhanced hybrid architecture with selective state-space modeling for uncertainty-aware brain tumor segmentation

Yu Sun, Yihang Qin

PLoS ONE 2026-07-15 Cited: 0

Bonus: +0.10 | Flags: mamba+seg

DeepSeek Judge

Segmentation 9 Mamba/SSM 8 SSL 0 Pretraining 0 Adaptive Fusion 0 Citation Value 6 Reproducibility 4 Judge Final 6.2/10

MamNet-PT: Mamba-enhanced hybrid architecture for brain tumor segmentation, relevant to Mamba and segmentation.

0.652

Hierarchical vision mamba U-net for farmland semantic segmentation from remote sensing imagery

Jing Zhang, Ting Zhang, Guohong Qi

Frontiers in Plant Science 2026-07-15 Cited: 0

Bonus: +0.30 | Flags: mamba+seg, adaptive_or_bidirectional, related_work_core

DeepSeek Judge

Segmentation 5 Mamba/SSM 8 SSL 0 Pretraining 0 Adaptive Fusion 0 Citation Value 4 Reproducibility 4 Judge Final 4.0/10

Hierarchical Vision Mamba for farmland segmentation, not medical, lower relevance.

0.685

Region-Wise Bézier Intensity Augmentation for Domain-Generalized Brain Tumor Segmentation with a Mamba U-Net

Mustafa Yurdakul, Merve Ersoy, Faruk Özger, Ishak Pacal

Journal of Clinical Medicine 2026-07-14 Cited: 1

Bonus: +0.20 | Flags: mamba+seg, related_work_core

DeepSeek Judge

Segmentation 9 Mamba/SSM 8 SSL 0 Pretraining 0 Adaptive Fusion 0 Citation Value 7 Reproducibility 5 Judge Final 6.8/10

BA-SwinMamba: region-wise Bézier augmentation with Mamba U-Net for brain tumor segmentation, relevant to Mamba and segmentation.

0.788

Uncertainty-guided mamba network for efficient medical image segmentation with evidential deep learning

S Y Sun, Chihui Long, Xingbo Dong, 明子盧, Yiqing Tan

Scientific Reports 2026-07-13 Cited: 0

Bonus: +0.20 | Flags: mamba+seg, related_work_core

DeepSeek Judge

Segmentation 9 Mamba/SSM 8 SSL 0 Pretraining 0 Adaptive Fusion 0 Citation Value 7 Reproducibility 5 Judge Final 6.8/10

Uncertainty-guided Mamba network for medical image segmentation, highly relevant to Mamba and segmentation.

0.797

MSCF-Net: A Vision Mamba Network with Multi-Scale Context Bridging and Cross-Layer Adaptive Fusion for Medical Image Segmentation

Jiahao Guo, Tao Chen, Jiaxi Hu, Yuanhong Zhou

Journal of Imaging 2026-07-03 Cited: 0

Bonus: +0.30 | Flags: mamba+seg, adaptive_or_bidirectional, related_work_core

DeepSeek Judge

Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 9 Citation Value 9 Reproducibility 8 Judge Final 9.0/10

Vision Mamba with multi-scale context and cross-layer adaptive fusion, directly aligns with BiUMamba's adaptive fusion focus.

1.0

FS‐Mamba: Feature‐wise scanning Mamba UNet for automatic image segmentation in liver tumor radiotherapy

Peijun Yin, Xueren Zhang, X J Liu, Z H Jiang, Qingtao Qiu

Journal of Applied Clinical Medical Physics 2026-07-01 Cited: 0

Bonus: +0.20 | Flags: mamba+seg, related_work_core

DeepSeek Judge

Segmentation 9 Mamba/SSM 8 SSL 0 Pretraining 0 Adaptive Fusion 0 Citation Value 6 Reproducibility 4 Judge Final 6.2/10

FS-Mamba: Feature-wise scanning Mamba UNet for liver tumor segmentation, relevant to Mamba and segmentation.

0.753

A Mamba-based channel attention-enhanced model for medical image segmentation

Yazhi Liu, Jiamin Li, Yating Zhao, Zhigang Liu, Wei Li

Signal, Image and Video Processing 2026-07-01 Cited: 0

Bonus: +0.10 | Flags: mamba+seg

DeepSeek Judge

Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 5 Citation Value 7 Reproducibility 6 Judge Final 7.5/10

Mamba-based channel attention for medical segmentation, relevant to Mamba and segmentation.

0.731

DDKVM-UNet: Dual-Domain KAN with vision mamba U-Net for medical image segmentation

Shangwang Liu, Kun Wang, Yuhui Ren, Guoqi Liu, Hualei Shen

Signal Image and Video Processing 2026-06-01 Cited: 0

Bonus: +0.20 | Flags: mamba+seg, related_work_core

DeepSeek Judge

Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 0 Citation Value 7 Reproducibility 5 Judge Final 7.0/10

DDKVM-UNet: Dual-Domain KAN with vision mamba U-Net, highly relevant to Mamba and segmentation.

0.81

MambaClinix: hierarchical gated convolution and mamba-based u-net for enhanced 3D medical image segmentation

Chenyuan Bian, X S Chen

Biomedical Signal Processing and Control 2026-05-26 Cited: 1

Bonus: +0.10 | Flags: mamba+seg

DeepSeek Judge

Segmentation 9 Mamba/SSM 9 SSL 0 Pretraining 0 Adaptive Fusion 0 Citation Value 7 Reproducibility 5 Judge Final 7.0/10

MambaClinix: hierarchical gated convolution and mamba-based U-Net for 3D segmentation, highly relevant to Mamba and segmentation.

0.71

Decoding the surgical scene: A scoping review of scene graphs in surgery

Angelo Henriques, Korab Hoxha, Daniel Zapp, Peter Charbel Issa, Nassir Navab

Medical Image Analysis 2026-04-25 Cited: 1

0.663

MambaSSM: efficient segmentation of brain structures in anisotropic 3D EM images via state-space models

Minjie Liu, Laifu Fang, Qinhu Zhang, Hongyu Yang

Frontiers in Neuroscience 2026-04-16 Cited: 0

0.768

Liver Tumor Segmentation via State Space Modeling and Multi-Scale Detail Enhancement

Yuhang Feng

Academic Journal of Applied Sciences 2026-03-25 Cited: 0

0.691

Mamba-enhanced codebook learning with anatomical constraints for liver and tumor segmentation in 3D CT volumes

Yanfei Teng, Xiao Li, Zhenpeng Chen, Shunlin Guo

Frontiers in Medical Technology 2026-03-18 Cited: 0

0.69

2D-CrossScan Mamba: Enhancing State Space Models with Spatially Consistent Multi-Path 2D Information Propagation

Longlong Yu, Wenxi Li, Yaoqi Sun, Hang Xu, Chenggang Yan

Proceedings of the AAAI Conference on Artificial Intelligence 2026-03-14 Cited: 0

0.66

PCa-Mamba: Spatiotemporal state space models for prostate cancer detection in multi-parametric MRI

Kai Zhao, Alex Ling Yu Hung, Kaifeng Pang, Parsa Hajipour, Holden H. Wu

Medical Image Analysis 2026-03-11 Cited: 4

0.766

Clinically oriented automatic 2D liver tumor segmentation: LCMambaNet with a state-space model and liver cancer–specific attention

Pengcheng Sun, Jing Yu, Qi Gu, Luping Zhang, Yuhan Sun

Frontiers in Oncology 2026-02-03 Cited: 1

0.7

EfficientVMamba: Atrous Selective Scan for Light Weight Visual Mamba

Xiaohuan Pei, Tao Huang, Chang Xu

Proceedings of the AAAI Conference on Artificial Intelligence 2025-04-11 Cited: 165

Bonus: +0.18 | Flags: measured_resource_tradeoff, related_work_core

DeepSeek Judge

Segmentation 6 Mamba/SSM 8 Scan Design 8 Training Memory 8 Fusion 3 Empirical Trade-off 5 Citation Value 8 Reproducibility 6 Judge Final 7.5/10

EfficientVMamba's atrous selective scan and lightweight design are directly relevant to scan design and memory-efficiency trade-offs.

0.829

LocalMamba: Visual State Space Model with Windowed Selective Scan NEW

Tao Huang, Xiaohuan Pei, Shan You, Fei Wang, Chen Qian

Lecture notes in computer science 2025-01-01 Cited: 239

Bonus: +0.10 | Flags: related_work_core

DeepSeek Judge

Segmentation 4 Mamba/SSM 9 Scan Design 10 Training Memory 7 Fusion 5 Empirical Trade-off 6 Citation Value 9 Reproducibility 7 Judge Final 8.0/10

LocalMamba's windowed selective scan is highly relevant to channel-grouped bidirectional scanning design and efficiency trade-offs.

0.772

GroupMamba: Efficient Group-Based Visual State Space Model

Abdelrahman Shaker, Syed Talal Wasim, Salman A. Khan, Jüergen Gall, Fahad Shahbaz Khan

arXiv (Cornell University) 2024-07-18 Cited: 3

Bonus: +0.30 | Flags: mamba+seg+scan_design, channel_or_feature_grouping, related_work_core

DeepSeek Judge

Segmentation 4 Mamba/SSM 9 Scan Design 9 Training Memory 8 Fusion 5 Empirical Trade-off 5 Citation Value 9 Reproducibility 6 Judge Final 8.0/10

GroupMamba's channel-grouped visual state space design is the closest conceptual match to BiUMamba's channel-grouped bidirectional scanning.

0.984

LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation

Weibin Liao, Yinghao Zhu, Xinyuan Wang, Chengwei Pan, Yasha Wang

arXiv (Cornell University) 2024-03-08 Cited: 49

Bonus: +0.08 | Flags: mamba+seg

DeepSeek Judge

Segmentation 8 Mamba/SSM 8 Scan Design 5 Training Memory 8 Fusion 3 Empirical Trade-off 4 Citation Value 8 Reproducibility 6 Judge Final 7.5/10

LightM-UNet directly targets lightweight Mamba segmentation; highly relevant to memory-efficiency motivation though scan design is not grouped.

0.742

MedMamba: Vision Mamba for Medical Image Classification

Yubiao Yue, Zhenzhang Li

arXiv (Cornell University) 2024-03-06 Cited: 73

Bonus: +0.10 | Flags: related_work_core

DeepSeek Judge

Segmentation 5 Mamba/SSM 9 Scan Design 5 Training Memory 4 Fusion 3 Empirical Trade-off 3 Citation Value 7 Reproducibility 6 Judge Final 6.0/10

MedMamba is a Vision Mamba medical classification work; useful for Mamba background but not segmentation or memory-tradeoff core.

0.668

Mamba-UNet: UNet-Like Pure Visual Mamba for Medical Image Segmentation

Ziyang Wang, Jian-Qing Zheng, Yichi Zhang, Cui, Ge, Li, Lei

arXiv (Cornell University) 2024-02-07 Cited: 89

Bonus: +0.18 | Flags: mamba+seg, related_work_core

DeepSeek Judge

Segmentation 9 Mamba/SSM 9 Scan Design 5 Training Memory 4 Fusion 3 Empirical Trade-off 3 Citation Value 9 Reproducibility 6 Judge Final 8.0/10

Core Mamba-UNet baseline for medical segmentation; essential Related Work/Method comparison though scan design and memory analysis are limited.

0.897

VM-UNet: Vision Mamba UNet for Medical Image Segmentation

Jiacheng Ruan, Li, Jincheng, Xiang, Suncheng

arXiv (Cornell University) 2024-02-04 Cited: 218

Bonus: +0.18 | Flags: mamba+seg, related_work_core

DeepSeek Judge

Segmentation 9 Mamba/SSM 9 Scan Design 5 Training Memory 4 Fusion 3 Empirical Trade-off 3 Citation Value 9 Reproducibility 6 Judge Final 8.0/10

VM-UNet is a canonical Vision Mamba segmentation baseline; highly citable for BiUMamba Related Work and method positioning.

0.892

U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation

Jun Ma, Li Fei-Fei, Bo Wang

arXiv (Cornell University) 2024-01-09 Cited: 240

Bonus: +0.18 | Flags: mamba+seg, related_work_core

DeepSeek Judge

Segmentation 9 Mamba/SSM 9 Scan Design 5 Training Memory 4 Fusion 3 Empirical Trade-off 3 Citation Value 9 Reproducibility 6 Judge Final 8.0/10

U-Mamba is a foundational biomedical Mamba segmentation work; must-cite baseline despite limited scan/memory analysis.

0.889

SegMamba: Long-Range Sequential Modeling Mamba for 3D Medical Image Segmentation

Zhaohu Xing, Tian Ye, Yijun Yang, Guang Liu, Lei Zhu

Lecture notes in computer science 2024-01-01 Cited: 537

Bonus: +0.18 | Flags: mamba+seg, related_work_core

DeepSeek Judge

Segmentation 9 Mamba/SSM 9 Scan Design 6 Training Memory 5 Fusion 3 Empirical Trade-off 3 Citation Value 9 Reproducibility 6 Judge Final 8.0/10

SegMamba is a key 3D medical Mamba segmentation baseline; strong citation value for BiUMamba, though not focused on channel-grouped scanning.

0.888

Swin-UMamba: Mamba-Based UNet with ImageNet-Based Pretraining NEW

Jiarun Liu, Hao Yang, Hong-Yu Zhou, Yan Xi, Lequan Yu

Lecture notes in computer science 2024-01-01 Cited: 332

Bonus: +0.10 | Flags: related_work_core

DeepSeek Judge

Segmentation 9 Mamba/SSM 10 Scan Design 7 Training Memory 6 Fusion 6 Empirical Trade-off 6 Citation Value 10 Reproducibility 7 Judge Final 8.5/10

Swin-UMamba is a core medical Mamba segmentation baseline directly relevant to BiUMamba's Related Work and Method comparisons.

0.817

VMamba: Visual State Space Model NEW

Yue Liu, Yunjie Tian, Yuzhong Zhao, Hongtian Yu, Lingxi Xie

neural information processing systems 2024-01-01 Cited: 865

Bonus: +0.10 | Flags: related_work_core

DeepSeek Judge

Segmentation 3 Mamba/SSM 10 Scan Design 9 Training Memory 7 Fusion 5 Empirical Trade-off 6 Citation Value 9 Reproducibility 7 Judge Final 7.5/10

VMamba is the foundational vision SSM with cross-scan design, essential for BiUMamba's scan-design and memory discussion.

0.736