Structure-aware Semantic Discrepancy and Consistency for 3D Medical Image Self-supervised Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Pan, Tan, Tan, Zhaorui, Guo, Kaiyu, Xu, Dongli, Xu, Weidi, Jiang, Chen, Guo, Xin, Qi, Yuan, Cheng, Yuan |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Minimal Semantic Sufficiency Meets Unsupervised Domain Generalization
by: Pan, Tan, et al.
Published: (2025)
by: Pan, Tan, et al.
Published: (2025)
Beyond Instance-Level Self-Supervision in 3D Multi-Modal Medical Imaging
by: Pan, Tan, et al.
Published: (2026)
by: Pan, Tan, et al.
Published: (2026)
Towards a Universal 3D Medical Multi-modality Generalization via Learning Personalized Invariant Representation
by: Tan, Zhaorui, et al.
Published: (2024)
by: Tan, Zhaorui, et al.
Published: (2024)
Disco: Densely-overlapping Cell Instance Segmentation via Adjacency-aware Collaborative Coloring
by: Sun, Rui, et al.
Published: (2026)
by: Sun, Rui, et al.
Published: (2026)
SD-MAD: Sign-Driven Few-shot Multi-Anomaly Detection in Medical Images
by: Guo, Kaiyu, et al.
Published: (2025)
by: Guo, Kaiyu, et al.
Published: (2025)
Dual Cross-image Semantic Consistency with Self-aware Pseudo Labeling for Semi-supervised Medical Image Segmentation
by: Wu, Han, et al.
Published: (2025)
by: Wu, Han, et al.
Published: (2025)
Semantic Discrepancy-aware Detector for Image Forgery Identification
by: Wang, Ziye, et al.
Published: (2025)
by: Wang, Ziye, et al.
Published: (2025)
Rethinking Information Loss in Medical Image Segmentation with Various-sized Targets
by: Liu, Tianyi, et al.
Published: (2024)
by: Liu, Tianyi, et al.
Published: (2024)
Unified and Semantically Grounded Domain Adaptation for Medical Image Segmentation
by: Wang, Xin, et al.
Published: (2025)
by: Wang, Xin, et al.
Published: (2025)
GroupContrast: Semantic-aware Self-supervised Representation Learning for 3D Understanding
by: Wang, Chengyao, et al.
Published: (2024)
by: Wang, Chengyao, et al.
Published: (2024)
Mitigating Reversal Curse in Large Language Models via Semantic-aware Permutation Training
by: Guo, Qingyan, et al.
Published: (2024)
by: Guo, Qingyan, et al.
Published: (2024)
Uncovering Modality Discrepancy and Generalization Illusion for General-Purpose 3D Medical Segmentation
by: Zhang, Yichi, et al.
Published: (2026)
by: Zhang, Yichi, et al.
Published: (2026)
RemInD: Remembering Anatomical Variations for Interpretable Domain Adaptive Medical Image Segmentation
by: Wang, Xin, et al.
Published: (2025)
by: Wang, Xin, et al.
Published: (2025)
Spectral Discrepancy and Cross-modal Semantic Consistency Learning for Object Detection in Hyperspectral Image
by: He, Xiao, et al.
Published: (2025)
by: He, Xiao, et al.
Published: (2025)
Semantic Graph Neural Network with Multi-measure Learning for Semi-supervised Classification
by: Lin, Junchao, et al.
Published: (2022)
by: Lin, Junchao, et al.
Published: (2022)
Thought-Like-Pro: Enhancing Reasoning of Large Language Models through Self-Driven Prolog-based Chain-of-Thought
by: Tan, Xiaoyu, et al.
Published: (2024)
by: Tan, Xiaoyu, et al.
Published: (2024)
Exploiting Layer Normalization Fine-tuning in Visual Transformer Foundation Models for Classification
by: Tan, Zhaorui, et al.
Published: (2025)
by: Tan, Zhaorui, et al.
Published: (2025)
Semi-supervised Medical Image Segmentation via Geometry-aware Consistency Training
by: Liu, Zihang, et al.
Published: (2022)
by: Liu, Zihang, et al.
Published: (2022)
Translation Consistent Semi-supervised Segmentation for 3D Medical Images
by: Liu, Yuyuan, et al.
Published: (2022)
by: Liu, Yuyuan, et al.
Published: (2022)
Enhancing Weakly Supervised 3D Medical Image Segmentation through Probabilistic-aware Learning
by: Jiang, Runmin, et al.
Published: (2024)
by: Jiang, Runmin, et al.
Published: (2024)
DyCON: Dynamic Uncertainty-aware Consistency and Contrastive Learning for Semi-supervised Medical Image Segmentation
by: Assefa, Maregu, et al.
Published: (2025)
by: Assefa, Maregu, et al.
Published: (2025)
SDCL: Students Discrepancy-Informed Correction Learning for Semi-supervised Medical Image Segmentation
by: Song, Bentao, et al.
Published: (2024)
by: Song, Bentao, et al.
Published: (2024)
SemiSAM: Enhancing Semi-Supervised Medical Image Segmentation via SAM-Assisted Consistency Regularization
by: Zhang, Yichi, et al.
Published: (2023)
by: Zhang, Yichi, et al.
Published: (2023)
Self-supervised Learning of Hybrid Part-aware 3D Representations of 2D Gaussians and Superquadrics
by: Gao, Zhirui, et al.
Published: (2024)
by: Gao, Zhirui, et al.
Published: (2024)
Dual Structure-Aware Image Filterings for Semi-supervised Medical Image Segmentation
by: Gu, Yuliang, et al.
Published: (2023)
by: Gu, Yuliang, et al.
Published: (2023)
DFed-SST: Building Semantic- and Structure-aware Topologies for Decentralized Federated Graph Learning
by: Guo, Lianshuai, et al.
Published: (2025)
by: Guo, Lianshuai, et al.
Published: (2025)
Boosting Semi-Supervised Medical Image Segmentation via Masked Image Consistency and Discrepancy Learning
by: Zhou, Pengcheng, et al.
Published: (2025)
by: Zhou, Pengcheng, et al.
Published: (2025)
Multi-Reference and Adaptive Nonlinear Transform Source-Channel Coding for Wireless Image Semantic Transmission
by: Yuan, Cheng, et al.
Published: (2025)
by: Yuan, Cheng, et al.
Published: (2025)
Adaptive Margin Contrastive Learning for Ambiguity-aware 3D Semantic Segmentation
by: Chen, Yang, et al.
Published: (2025)
by: Chen, Yang, et al.
Published: (2025)
Self-supervised Trajectory Representation Learning with Temporal Regularities and Travel Semantics
by: Jiang, Jiawei, et al.
Published: (2022)
by: Jiang, Jiawei, et al.
Published: (2022)
Dual Teacher-Student Learning for Semi-supervised Medical Image Segmentation
by: Zhang, Pengchen, et al.
Published: (2025)
by: Zhang, Pengchen, et al.
Published: (2025)
Consistency-aware Self-Training for Iterative-based Stereo Matching
by: Zhou, Jingyi, et al.
Published: (2025)
by: Zhou, Jingyi, et al.
Published: (2025)
Uplifting Range-View-based 3D Semantic Segmentation in Real-Time with Multi-Sensor Fusion
by: Tan, Shiqi, et al.
Published: (2024)
by: Tan, Shiqi, et al.
Published: (2024)
UniForward: Unified 3D Scene and Semantic Field Reconstruction via Feed-Forward Gaussian Splatting from Only Sparse-View Images
by: Tian, Qijian, et al.
Published: (2025)
by: Tian, Qijian, et al.
Published: (2025)
YouTube-Occ: Learning Indoor 3D Semantic Occupancy Prediction from YouTube Videos
by: Chen, Haoming, et al.
Published: (2025)
by: Chen, Haoming, et al.
Published: (2025)
Harnessing Negative Signals: Reinforcement Distillation from Teacher Data for LLM Reasoning
by: Xu, Shuyao, et al.
Published: (2025)
by: Xu, Shuyao, et al.
Published: (2025)
Mixed Prototype Consistency Learning for Semi-supervised Medical Image Segmentation
by: Li, Lijian
Published: (2024)
by: Li, Lijian
Published: (2024)
Diagonal Hierarchical Consistency Learning for Semi-supervised Medical Image Segmentation
by: Koo, Heejoon
Published: (2023)
by: Koo, Heejoon
Published: (2023)
ArticulatedGS: Self-supervised Digital Twin Modeling of Articulated Objects using 3D Gaussian Splatting
by: Guo, Junfu, et al.
Published: (2025)
by: Guo, Junfu, et al.
Published: (2025)
Structure-based RNA Design by Step-wise Optimization of Latent Diffusion Model
by: Si, Qi, et al.
Published: (2026)
by: Si, Qi, et al.
Published: (2026)
Similar Items
-
Minimal Semantic Sufficiency Meets Unsupervised Domain Generalization
by: Pan, Tan, et al.
Published: (2025) -
Beyond Instance-Level Self-Supervision in 3D Multi-Modal Medical Imaging
by: Pan, Tan, et al.
Published: (2026) -
Towards a Universal 3D Medical Multi-modality Generalization via Learning Personalized Invariant Representation
by: Tan, Zhaorui, et al.
Published: (2024) -
Disco: Densely-overlapping Cell Instance Segmentation via Adjacency-aware Collaborative Coloring
by: Sun, Rui, et al.
Published: (2026) -
SD-MAD: Sign-Driven Few-shot Multi-Anomaly Detection in Medical Images
by: Guo, Kaiyu, et al.
Published: (2025)