Circulant Attention Learners
🎯 Vision Transformer/通用CV
🏛 AAAI 2026
Structured Awareness: Directional, Frequency-Spatial, and Structural Attention
🎯 医学图像分割
🏛 AAAI 2026
DCMM-Transformer: Degree-Corrected Mixed-Membership Attention
🎯 医学影像
🏛 AAAI 2026
ABDUCTIVEMLLM: Boosting Visual Abductive Reasoning
🎯 多模态推理
🏛 AAAI 2026
MODA: Multispectral Object Detection in Aerial Images
🎯 多光谱目标检测
🏛 AAAI 2026
UCMNet: Uncertainty-Aware Context Memory Network
🎯 屏下摄像头图像恢复 (水平-垂直双注意力)
🏛 CVPR 2026
VideoFusion: Spatio-Temporal Collaborative Network
🎯 多模态视频融合 (差分增强注意力)
🏛 CVPR 2026
Flickerformer: Periodicity and Directionality for Burst Flicker Removal
🎯 图像去闪烁 (小波注意力)
🏛 CVPR 2026
HVI: A New Color Space for Low-light Image Enhancement
🎯 低光增强 (跨注意力)
🏛 CVPR 2025
U-RWKV: Direction-Adaptive Lightweight Medical Segmentation
🎯 医学图像分割 (挤压激励注意力)
🏛 MICCAI 2025
MANO: Multipole Attention Mechanism
🎯 CV/物理 (多极注意力)
🏛 ICCV 2025
Probability-Guided Edge Enhancement Network
🎯 遥感语义分割 (卷积自注意力)
🏛 TGRS 2025
CTOD: Cross-Attentive Task-Alignment
🎯 单阶段目标检测 (任务交叉注意力)
🏛 TMM 2024
SADT: Scale-Adaptive Deformable Transformer
🎯 图像恢复 (尺度自适应可变形注意力)
🏛 CVPR 2025
Wavelet and Adaptive Coordinate Attention
🎯 图像去噪 (小波注意力)
🏛 TIM 2024
FreqSal: Fourier-embedded Network for RGB-T SOD
🎯 RGB-T显著性检测 (傅里叶残差注意力)
🏛 AAAI 2025
VolFormer: Cube Interaction for HSI Restoration
🎯 高光谱恢复 (三维立体注意力)
🏛 CVPR 2025
TBSN: Transformer Blind-Spot Network
🎯 自监督图像去噪 (通道注意力)
🏛 AAAI 2025
MCA: Multi-dimensional Collaborative Attention
🎯 通用CV (多维协作注意力)
🏛 EAAI 2023
MCANet: Multi-Scale Cross-Axis Attention
🎯 医学图像分割 (CV全领域通用)
🏛 arXiv 2023
RGT: Recursive Generalization Transformer (RG_SA)
🎯 图像超分 (递归泛化自注意力)
🏛 arXiv 2023
Energy-Based Cross Attention
🎯 文本到图像扩散模型
🏛 arXiv 2023
HiLo Attention
🎯 CV 2D (结合高频低频注意力)
🏛 NeurIPS 2022
PPA: Parallelized Patch-Aware Attention (HCF-Net)
🎯 红外小目标检测 (CV 2D通用)
🏛 arXiv 2024
AGCA: Adaptive Graph Channel Attention
🎯 CV 2D/图卷积 (钢表面缺陷检测)
🏛 TIM 2023
RGA: Relation-Aware Global Attention
🎯 行人重识别 (关系感知全局注意力)
🏛 CVPR 2020
EGA: Edge-Guided Attention (EGCIFFNet)
🎯 边缘检测/CV 2D图像任务
🏛 TIM 2024
Agent Attention: Softmax + Linear Attention
🎯 CV 2D通用 (全新注意力范式)
🏛 ECCV 2024
SENet: Squeeze-and-Excitation Networks (3D版本)
🎯 3D CV (通道注意力)
🏛 CVPR 2018
scSE: Spatial and Channel Squeeze & Excitation
🎯 图像分割 (空间通道注意力)
🏛 MICCAI 2018
GCT: Gated Channel Transformation
🎯 CV (改进通道注意力)
🏛 CVPR 2020
DICAM: Underwater Image Enhancement Attention
🎯 水下图像增强
🏛 Science TM 2022
HAAM: Hybrid Adaptive Attention Module (AAU-net)
🎯 医学图像分割
🏛 arXiv 2022
HWMNet: Half Wavelet Attention on M-Net+
🎯 低光图像增强
🏛 arXiv 2022
UBRFC-Net: Adaptive Fine-Grained Channel Attention
🎯 图像去雾 (改进SE通道注意力)
🏛 Neural Networks 2024
SCSA: Spatial and Channel Synergistic Attention
🎯 通用CV (空间通道协同注意力)
🏛 arXiv 2024
ENLTB: Efficient Non-Local Attention (Perspective+ Unet)
🎯 医学图像分割
🏛 MICCAI 2024
MLLA: Linear Attention from Mamba Perspective
🎯 CV通用 (继承Mamba优势的线性注意力)
🏛 arXiv 2024
LDConv: Linear Deformable Convolution Attention
🎯 CV通用 (线性可变形卷积注意力)
🏛 arXiv 2023
Haar Wavelet High-Low Frequency Attention
🎯 裂缝检测 (基于Haar小波注意力)
🏛 ESWA 2024
LGAG: Large Kernel Grouped Attention Gate
🎯 医学图像分割 (大核分组注意力门控)
🏛 CVPR 2024
CGLU: Convolutional Gated Linear Unit (TransNeXt)
🎯 CV/NLP通用 (卷积门控通道注意力)
🏛 CVPR 2024
MLKA: Multi-scale Large Kernel Attention (MAN)
🎯 CV 2D通用 (多尺度大核注意力)
🏛 CVPR 2024
DAT: Deformable Attention Transformer
🎯 时间序列预测 (可变形注意力)
🏛 CVPR 2022
FECAM: Frequency Enhanced Channel Attention
🎯 时间序列预测 (频率增强通道注意力)
🏛 arXiv 2022
DSANet: Dual Self-Attention Network
🎯 时间序列预测 (去稳态注意力)
🏛 CIKM 2019
Local Flow Attention
🎯 交通流预测 (局部流注意力)
🏛 Neural Networks 2023
DCT-Former: Self-Attention with DCT
🎯 时间序列/NLP (离散余弦变换注意力)
🏛 arXiv 2022
AGF: Attention Gate Fusion (MotionAGFormer)
🎯 3D人体姿态估计 (AGF注意力)
🏛 WACV 2024
RMT: Retentive Networks Meet Vision Transformers
🎯 CV通用 (保留网络注意力)
🏛 CVPR 2024
CATANet: Content-Aware Token Aggregation
🎯 轻量级图像超分
🏛 CVPR 2025
FSTA-SNN: Frequency-based Spatial-Temporal Attention
🎯 脉冲神经网络 (频域时空注意力)
🏛 AAAI 2025
HSPAN: High-Similarity-Pass Attention
🎯 图像超分
🏛 TIP 2024
PMFSNet: Polarized Multi-scale Feature Self-attention
🎯 轻量级医学图像分割
🏛 arXiv 2024