TopoCL: Topological Contrastive Learning for Medical Imaging
Fuente:
arXiv
Guardado en:
| Autores principales: | Meng, Guangyu, Gu, Pengfei, Liang, Peixian, Lalor, John P., Chambers, Erin Wolf, Chen, Danny Z. |
|---|---|
| Formato: | Preprint |
| Publicado: |
2026
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
Ejemplares similares
TopoImages: Incorporating Local Topology Encoding into Deep Learning Models for Medical Image Classification
por: Gu, Pengfei, et al.
Publicado: (2025)
por: Gu, Pengfei, et al.
Publicado: (2025)
TopoCL: Topological Contrastive Learning for Time Series
por: Kim, Namwoo, et al.
Publicado: (2025)
por: Kim, Namwoo, et al.
Publicado: (2025)
SwIPE: Efficient and Robust Medical Image Segmentation with Implicit Patch Embeddings
por: Zhang, Yejia, et al.
Publicado: (2023)
por: Zhang, Yejia, et al.
Publicado: (2023)
Self Pre-training with Topology- and Spatiality-aware Masked Autoencoders for 3D Medical Image Segmentation
por: Gu, Pengfei, et al.
Publicado: (2024)
por: Gu, Pengfei, et al.
Publicado: (2024)
Integrating Multi-scale and Multi-filtration Topological Features for Medical Image Classification
por: Gu, Pengfei, et al.
Publicado: (2025)
por: Gu, Pengfei, et al.
Publicado: (2025)
Sli2Vol+: Segmenting 3D Medical Images Based on an Object Estimation Guided Correspondence Flow Network
por: An, Delin, et al.
Publicado: (2024)
por: An, Delin, et al.
Publicado: (2024)
SuperCL: Superpixel Guided Contrastive Learning for Medical Image Segmentation Pre-training
por: Zeng, Shuang, et al.
Publicado: (2025)
por: Zeng, Shuang, et al.
Publicado: (2025)
TopoVST: Toward Topology-fidelitous Vessel Skeleton Tracking
por: Liu, Yaoyu, et al.
Publicado: (2026)
por: Liu, Yaoyu, et al.
Publicado: (2026)
When Swin Transformer Meets KANs: An Improved Transformer Architecture for Medical Image Segmentation
por: Sapkota, Nishchal, et al.
Publicado: (2025)
por: Sapkota, Nishchal, et al.
Publicado: (2025)
Efficient approximation of Earth Mover's Distance Based on Nearest Neighbor Search
por: Meng, Guangyu, et al.
Publicado: (2024)
por: Meng, Guangyu, et al.
Publicado: (2024)
Densely Decoded Networks with Adaptive Deep Supervision for Medical Image Segmentation
por: Mishra, Suraj, et al.
Publicado: (2024)
por: Mishra, Suraj, et al.
Publicado: (2024)
Boosting Medical Image Classification with Segmentation Foundation Model
por: Gu, Pengfei, et al.
Publicado: (2024)
por: Gu, Pengfei, et al.
Publicado: (2024)
TS-P$^2$CL: Plug-and-Play Dual Contrastive Learning for Vision-Guided Medical Time Series Classification
por: Xu, Qi'ao, et al.
Publicado: (2025)
por: Xu, Qi'ao, et al.
Publicado: (2025)
TopoMamba: Topology-Aware Scanning and Fusion for Segmenting Heterogeneous Medical Visual Media
por: Zheng, Fuchen, et al.
Publicado: (2026)
por: Zheng, Fuchen, et al.
Publicado: (2026)
Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning
por: Yang, Yiming, et al.
Publicado: (2025)
por: Yang, Yiming, et al.
Publicado: (2025)
Adapting a Segmentation Foundation Model for Medical Image Classification
por: Gu, Pengfei, et al.
Publicado: (2025)
por: Gu, Pengfei, et al.
Publicado: (2025)
Cell Instance Segmentation: The Devil Is in the Boundaries
por: Liang, Peixian, et al.
Publicado: (2025)
por: Liang, Peixian, et al.
Publicado: (2025)
Topo-VM-UNetV2: Encoding Topology into Vision Mamba UNet for Polyp Segmentation
por: Adame, Diego, et al.
Publicado: (2025)
por: Adame, Diego, et al.
Publicado: (2025)
MedCL: Learning Consistent Anatomy Distribution for Scribble-supervised Medical Image Segmentation
por: Zhang, Ke, et al.
Publicado: (2025)
por: Zhang, Ke, et al.
Publicado: (2025)
TopoSculpt: Betti-Steered Topological Sculpting of 3D Fine-grained Tubular Shapes
por: Zhang, Minghui, et al.
Publicado: (2025)
por: Zhang, Minghui, et al.
Publicado: (2025)
DeformCL: Learning Deformable Centerline Representation for Vessel Extraction in 3D Medical Image
por: Zhao, Ziwei, et al.
Publicado: (2025)
por: Zhao, Ziwei, et al.
Publicado: (2025)
TopoDiffusionNet: A Topology-aware Diffusion Model
por: Gupta, Saumya, et al.
Publicado: (2024)
por: Gupta, Saumya, et al.
Publicado: (2024)
TopoOR: A Unified Topological Scene Representation for the Operating Room
por: Wang, Tony Danjun, et al.
Publicado: (2026)
por: Wang, Tony Danjun, et al.
Publicado: (2026)
CoRe: Joint Optimization with Contrastive Learning for Medical Image Registration
por: Kats, Eytan, et al.
Publicado: (2026)
por: Kats, Eytan, et al.
Publicado: (2026)
ScoreCL: Augmentation-Adaptive Contrastive Learning via Score-Matching Function
por: Kim, Jin-Young, et al.
Publicado: (2023)
por: Kim, Jin-Young, et al.
Publicado: (2023)
CL-Polyp: A Contrastive Learning-Enhanced Network for Accurate Polyp Segmentation
por: Li, Desheng, et al.
Publicado: (2025)
por: Li, Desheng, et al.
Publicado: (2025)
TopoMesh: High-Fidelity Mesh Autoencoding via Topological Unification
por: Luo, Guan, et al.
Publicado: (2026)
por: Luo, Guan, et al.
Publicado: (2026)
TopoBDA: Towards Bezier Deformable Attention for Road Topology Understanding
por: Kalfaoglu, Muhammet Esat, et al.
Publicado: (2024)
por: Kalfaoglu, Muhammet Esat, et al.
Publicado: (2024)
TopoGaussian: Inferring Internal Topology Structures from Visual Clues
por: Xiong, Xiaoyu, et al.
Publicado: (2025)
por: Xiong, Xiaoyu, et al.
Publicado: (2025)
SparseContrast: Dynamic Sparse Attention for Efficient and Accurate Contrastive Learning in Medical Imaging
por: Prasad, Paarth, et al.
Publicado: (2026)
por: Prasad, Paarth, et al.
Publicado: (2026)
Topo-R1: Detecting Topological Anomalies via Vision-Language Models
por: Xu, Meilong, et al.
Publicado: (2026)
por: Xu, Meilong, et al.
Publicado: (2026)
TopoPoint: Enhance Topology Reasoning via Endpoint Detection in Autonomous Driving
por: Fu, Yanping, et al.
Publicado: (2025)
por: Fu, Yanping, et al.
Publicado: (2025)
RelTopo: Multi-Level Relational Modeling for Driving Scene Topology Reasoning
por: Luo, Yueru, et al.
Publicado: (2025)
por: Luo, Yueru, et al.
Publicado: (2025)
Dual High-Order Total Variation Model for Underwater Image Restoration
por: Li, Yuemei, et al.
Publicado: (2024)
por: Li, Yuemei, et al.
Publicado: (2024)
Spectral U-Net: Enhancing Medical Image Segmentation via Spectral Decomposition
por: Peng, Yaopeng, et al.
Publicado: (2024)
por: Peng, Yaopeng, et al.
Publicado: (2024)
Contrastive Learning for Image Complexity Representation
por: Liu, Shipeng, et al.
Publicado: (2024)
por: Liu, Shipeng, et al.
Publicado: (2024)
Contrastive Learning with Diffusion Features for Weakly Supervised Medical Image Segmentation
por: Zeng, Dewen, et al.
Publicado: (2025)
por: Zeng, Dewen, et al.
Publicado: (2025)
A Review of Predictive and Contrastive Self-supervised Learning for Medical Images
por: Wang, Wei-Chien, et al.
Publicado: (2023)
por: Wang, Wei-Chien, et al.
Publicado: (2023)
SHMC-Net: A Mask-guided Feature Fusion Network for Sperm Head Morphology Classification
por: Sapkota, Nishchal, et al.
Publicado: (2024)
por: Sapkota, Nishchal, et al.
Publicado: (2024)
SiCL: Silhouette-Driven Contrastive Learning for Unsupervised Person Re-Identification with Clothes Change
por: Li, Mingkun, et al.
Publicado: (2023)
por: Li, Mingkun, et al.
Publicado: (2023)
Ejemplares similares
-
TopoImages: Incorporating Local Topology Encoding into Deep Learning Models for Medical Image Classification
por: Gu, Pengfei, et al.
Publicado: (2025) -
TopoCL: Topological Contrastive Learning for Time Series
por: Kim, Namwoo, et al.
Publicado: (2025) -
SwIPE: Efficient and Robust Medical Image Segmentation with Implicit Patch Embeddings
por: Zhang, Yejia, et al.
Publicado: (2023) -
Self Pre-training with Topology- and Spatiality-aware Masked Autoencoders for 3D Medical Image Segmentation
por: Gu, Pengfei, et al.
Publicado: (2024) -
Integrating Multi-scale and Multi-filtration Topological Features for Medical Image Classification
por: Gu, Pengfei, et al.
Publicado: (2025)