Mamba Segmentation
Table of Contents
NeurIPS
CVPR
ECCV
AAAI
WACV
ACM Multimedia
IEEE Trans. Medical Imaging
IEEE J. Biomed. Health Informatics
Comput. Vis. Image Underst.
Comput. Medical Imaging Graph.
Pattern Recognit. Lett.
NeurIPS
CVPR
Expand CVPR
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| Cross-Modal Interactive Perception Network with Mamba for Lung Tumor Segmentation in PET-CT Images. | CVPR | 2025 | Link |
| Mamba as a Bridge: Where Vision Foundation Models Meet Vision Language Models for Domain-Generalized Semantic Segmentation. | CVPR | 2025 | Link |
| SCSegamba: Lightweight Structure-Aware Vision Mamba for Crack Segmentation in Structures. | CVPR | 2025 | Link |
ECCV
Expand ECCV
2024
| Title | Venue | Year | Link |
|---|---|---|---|
| ReMamber: Referring Image Segmentation with Mamba Twister. | ECCV | 2024 | Link |
AAAI
Expand AAAI
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| Category Prompt Mamba Network for Nuclei Segmentation and Classification. | AAAI | 2025 | Link |
| FEAST-Mamba: FEAture and SpaTial Aware Mamba Network with Bidirectional Orthogonal Fusion for Cross-Modal Point Cloud Segmentation. | AAAI | 2025 | Link |
| S³-Mamba: Small-Size-Sensitive Mamba for Lesion Segmentation. | AAAI | 2025 | Link |
WACV
Expand WACV
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| CAMS: Convolution and Attention-Free Mamba-Based Cardiac Image Segmentation. | WACV | 2025 | Link |
| SAM-Mamba: Mamba Guided SAM Architecture for Generalized Zero-Shot Polyp Segmentation. | WACV | 2025 | Link |
| Sigma: Siamese Mamba Network for Multi-Modal Semantic Segmentation. | WACV | 2025 | Link |
ACM Multimedia
Expand ACM Multimedia
2024
| Title | Venue | Year | Link |
|---|---|---|---|
| MambaMOS: LiDAR-based 3D Moving Object Segmentation with Motion-aware State Space Model. | ACM Multimedia | 2024 | Link |
IEEE Trans. Medical Imaging
Expand IEEE Trans. Medical Imaging
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| Mamba-Sea: A Mamba-Based Framework With Global-to-Local Sequence Augmentation for Generalizable Medical Image Segmentation. | IEEE Trans. Medical Imaging | 2025 | Link |
| Serp-Mamba: Advancing High-Resolution Retinal Vessel Segmentation With Selective State-Space Model. | IEEE Trans. Medical Imaging | 2025 | Link |
| Swin-UMamba†: Adapting Mamba-Based Vision Foundation Models for Medical Image Segmentation. | IEEE Trans. Medical Imaging | 2025 | Link |
IEEE J. Biomed. Health Informatics
Expand IEEE J. Biomed. Health Informatics
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| MambaSAM: A Visual Mamba-Adapted SAM Framework for Medical Image Segmentation. | IEEE J. Biomed. Health Informatics | 2025 | Link |
| MambaVesselNet: A Novel Approach to Blood Vessel Segmentation Based on State-Space Models. | IEEE J. Biomed. Health Informatics | 2025 | Link |
Comput. Vis. Image Underst.
Expand Comput. Vis. Image Underst.
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| UM-Mamba: An efficient U-network with medical visual state space for medical image segmentation. | Comput. Vis. Image Underst. | 2025 | Link |
Pattern Recognit.
Expand Pattern Recognit.
2026
| Title | Venue | Year | Link |
|---|---|---|---|
| A comprehensive analysis of Mamba for 3D volumetric medical image segmentation. | Pattern Recognit. | 2026 | Link |
| DAF-Mamba: Dynamic selective and adaptive fused mamba for cardiac image segmentation. | Pattern Recognit. | 2026 | Link |
| GraphMamba: Graph-driven spatial order-aware Mamba for medical image segmentation. | Pattern Recognit. | 2026 | Link |
| HMSNet: Hilbert curve enhanced Mamba for real-time semantic segmentation. | Pattern Recognit. | 2026 | Link |
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| Crack segmentation network via difference convolution-based encoder and hybrid CNN-Mamba multi-scale attention. | Pattern Recognit. | 2025 | Link |
Medical Image Anal.
Expand Medical Image Anal.
2026
| Title | Venue | Year | Link |
|---|---|---|---|
| Switch-UMamba: Dynamic scanning vision Mamba UNet for medical image segmentation. | Medical Image Anal. | 2026 | Link |
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| MambaMIM: Pre-training Mamba with state space token interpolation and its application to medical image segmentation. | Medical Image Anal. | 2025 | Link |
Comput. Medical Imaging Graph.
Expand Comput. Medical Imaging Graph.
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| SpineMamba: Enhancing 3D spinal segmentation in clinical imaging through residual visual Mamba layers and shape priors. | Comput. Medical Imaging Graph. | 2025 | Link |
Knowl. Based Syst.
Expand Knowl. Based Syst.
2026
| Title | Venue | Year | Link |
|---|---|---|---|
| IA-MUNet: A knowledge-guided instance-aware mamba-UNet for efficient multiclass dental image segmentation. | Knowl. Based Syst. | 2026 | Link |
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| A Mamba-advanced unsupervised cross-modality medical image segmentation via domain adaptation and task decomposition. | Knowl. Based Syst. | 2025 | Link |
2024
| Title | Venue | Year | Link |
|---|---|---|---|
| Semi-Mamba-UNet: Pixel-level contrastive and cross-supervised visual Mamba-based UNet for semi-supervised medical image segmentation. | Knowl. Based Syst. | 2024 | Link |
Expert Syst. Appl.
Expand Expert Syst. Appl.
2026
| Title | Venue | Year | Link |
|---|---|---|---|
| ABE-Mamba: Few-shot medical image segmentation via adversarial bidirectional enhanced Mamba. | Expert Syst. Appl. | 2026 | Link |
| Costal cartilage segmentation with topology guided deformable mamba: Method and benchmark. | Expert Syst. Appl. | 2026 | Link |
| Leveraging mamba for reference audio-visual segmentation with vote and cache mechanism. | Expert Syst. Appl. | 2026 | Link |
| Mamba - CNN collaborative learning for panoramic semantic segmentation via online knowledge distillation. | Expert Syst. Appl. | 2026 | Link |
| Visual Mamba-CNN for scribble-based segmentation in weakly supervised learning for photoacoustic tomography. | Expert Syst. Appl. | 2026 | Link |
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| An ultra-lightweight network combining Mamba and frequency-domain feature extraction for pavement tiny-crack segmentation. | Expert Syst. Appl. | 2025 | Link |
| DFU-MambaLiteUNet: A lightweight and efficient model for diabetic foot ulcer segmentation. | Expert Syst. Appl. | 2025 | Link |
| Dual-domain guided vision Mamba network for medical image segmentation. | Expert Syst. Appl. | 2025 | Link |
| Evaluation of aggregate distribution uniformity using Vision Mamba-based dual networks for concrete aggregate segmentation. | Expert Syst. Appl. | 2025 | Link |
| MSM-UNet: A medical image segmentation method based on wavelet transform and multi-scale Mamba-UNet. | Expert Syst. Appl. | 2025 | Link |
| Selective and multi-scale fusion Mamba for medical image segmentation. | Expert Syst. Appl. | 2025 | Link |
Neurocomputing
Expand Neurocomputing
2026
| Title | Venue | Year | Link |
|---|---|---|---|
| Li-MFNet: A lightweight multi-scale input Mamba fusion network for medical image segmentation. | Neurocomputing | 2026 | Link |
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| Gl-MambaNet: A global-local hybrid Mamba network for medical image segmentation. | Neurocomputing | 2025 | Link |
| H-vmunet: High-order Vision Mamba UNet for medical image segmentation. | Neurocomputing | 2025 | Link |
| Mamba-driven hierarchical temporal multimodal alignment for referring video object segmentation. | Neurocomputing | 2025 | Link |
| Spatio-temporal memory-driven CT organ segmentation with hybrid CNN-Mamba encoding and frequency-domain decoding. | Neurocomputing | 2025 | Link |
Pattern Recognit. Lett.
Expand Pattern Recognit. Lett.
2026
| Title | Venue | Year | Link |
|---|---|---|---|
| Multi-Modal masked autoencoder and parallel Mamba for 3D brain tumor segmentation. | Pattern Recognit. Lett. | 2026 | Link |