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Methodology
← Domain-Specific
Computer Vision
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Domain-Specific
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Medical Imaging
1931 directly classified papers
Papers per year
2006: 3
2008: 2
2009: 2
2010: 3
2011: 1
2012: 3
2013: 24
2014: 22
2015: 20
2016: 21
2017: 18
2018: 37
2019: 107
2020: 137
2021: 171
2022: 221
2023: 291
2024: 296
2025: 392
2026: 160
Papers
Decoding with Structured Awareness: Integrating Directional, Frequency-Spatial, and Structural Attention for Medical Image Segmentation
AAAI 2026
VGD: Value-Guided Diffusion Toward High-Utility Medical Image Segmentation
AAAI 2026
MPI-Mamba: Latent Feature Fusion Mamba for Anisotropic Image Calibration and Deblurring in Magnetic Particle Imaging
AAAI 2026
FaNe: Towards Fine-Grained Cross-Modal Contrast with False-Negative Reduction and Text-Conditioned Sparse Attention
AAAI 2026
A Pseudo-Label Optimization Method Based on Polar Coordinate Modeling and Prior Constraints
AAAI 2026
SigFusion: Unified Signal-Level Self-Supervised Learning Paradigm for Image Fusion
AAAI 2026
Where It Moves, It Matters: Referring Surgical Instrument Segmentation via Motion
AAAI 2026
Incomplete Multi-view Diabetic Retinopathy Grading via Self-Supervised Inter- and Intra-View Restoration
AAAI 2026
EccoMamba: Enhanced Cross-hierarchical Continuity Orthogonal Mamba for Medical Image Segmentation
AAAI 2026
Graph-Semantic Guided Learning for Virtual Immunohistochemistry Staining on Consecutive Histology Sections
AAAI 2026
GIIM: Graph-based Learning of Inter- and Intra-view Dependencies for Multi-view Medical Image Diagnosis
AAAI 2026
Sim4Seg: Boosting Multimodal Multi-disease Medical Diagnosis Segmentation with Region-Aware Vision-Language Similarity Masks
AAAI 2026
DiffNR: Diffusion-Enhanced Neural Representation Optimization for Sparse-View 3D Tomographic Reconstruction
AAAI 2026
EmbryoDiff: A Conditional Diffusion Framework with Multi-Focal Feature Fusion for Fine-Grained Embryo Developmental Stage Recognition
AAAI 2026
PGMamba: A Physical Model-Guided Global Mamba for Underwater Image Enhancement
AAAI 2026
Exposing DeepFakes via Hyperspectral Domain Mapping (Student Abstract)
AAAI 2026
Unsupervised Motion-Compensated Decomposition for Cardiac MRI Reconstruction via Neural Representation
AAAI 2026
Towards Zero-Shot Diabetic Retinopathy Grading: Learning Generalized Knowledge via Prompt-Driven Matching and Emulating
AAAI 2026
PriorRG: Prior-Guided Contrastive Pre-training and Coarse-to-Fine Decoding for Chest X-ray Report Generation
AAAI 2026
FracSegmentator: Fracture Instance Segmentation with Trauma-Prior-Guided Contrastive Learning
AAAI 2026
3DTeethSAM: Taming SAM2 for 3D Teeth Segmentation
AAAI 2026
TraceTrans: Translation and Spatial Tracing for Surgical Prediction
AAAI 2026
VALIANT: Prompt Instability for Active Learning in Black-Box Medical Imaging
AAAI 2026
Virtual Multiplex Staining for Histological Images Using a Marker-Wise Conditioned Diffusion Model
AAAI 2026
Topology-Inspired Backward-Free Framework for Test-Time Adaptation in Medical Detection
AAAI 2026
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