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Multibranch Attention Mechanism Based on Channel and Spatial Attention Fusion

https://doi.org/10.3390/math10214150
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-030-01234-2_1openalex-snapshot
CBAM: Convolutional Block Attention Module
inferredcites →https://doi.org/10.1007/978-3-319-46448-0_2openalex-snapshot
SSD: Single Shot MultiBox Detector
inferredcites →https://doi.org/10.1007/s11263-014-0733-5openalex-snapshot
The Pascal Visual Object Classes Challenge: A Retrospective
inferredcites →https://doi.org/10.1016/j.neucom.2020.01.085openalex-snapshot
Recent advances in deep learning for object detection
inferredcites →https://doi.org/10.1109/cvpr.2015.7298965openalex-snapshot
Fully convolutional networks for semantic segmentation
inferredcites →https://doi.org/10.1109/cvpr.2017.667openalex-snapshot
SCA-CNN: Spatial and Channel-Wise Attention in Convolutional Networks for Image Captioning
inferredcites →https://doi.org/10.1109/cvpr.2017.683openalex-snapshot
Residual Attention Network for Image Classification
inferredcites →https://doi.org/10.1109/cvpr.2018.00716openalex-snapshot
ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices
inferredcites →https://doi.org/10.1109/cvpr.2018.00745openalex-snapshot
Squeeze-and-Excitation Networks
inferredcites →https://doi.org/10.1109/cvpr.2018.00813openalex-snapshot
Non-local Neural Networks
inferredcites →https://doi.org/10.1109/cvpr.2019.00314openalex-snapshot
Global Second-Order Pooling Convolutional Networks
inferredcites →https://doi.org/10.1109/cvpr.2019.00326openalex-snapshot
Dual Attention Network for Scene Segmentation
inferredcites →https://doi.org/10.1109/cvpr42600.2020.00325openalex-snapshot
Relation-Aware Global Attention for Person Re-Identification
inferredcites →https://doi.org/10.1109/cvpr42600.2020.01155openalex-snapshot
ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks
inferredcites →https://doi.org/10.1109/cvpr46437.2021.01350openalex-snapshot
Coordinate Attention for Efficient Mobile Network Design
inferredcites →https://doi.org/10.1109/iccv.2017.74openalex-snapshot
Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization
inferredcites →https://doi.org/10.1109/iccv.2019.00679openalex-snapshot
An Empirical Study of Spatial Attention Mechanisms in Deep Networks
inferredcites →https://doi.org/10.1109/iccv48922.2021.00082openalex-snapshot
FcaNet: Frequency Channel Attention Networks
inferredcites →https://doi.org/10.1109/icme46284.2020.9102906openalex-snapshot
Spanet: Spatial Pyramid Attention Network for Enhanced Image Recognition
inferredcites →https://doi.org/10.1109/tgrs.2021.3059450openalex-snapshot
A Novel Nonlocal-Aware Pyramid and Multiscale Multitask Refinement Detector for Object Detection in Remote Sensing Images
inferredcites →https://doi.org/10.1109/tpami.2016.2577031openalex-snapshot
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
inferredcites →https://doi.org/10.1109/tpami.2019.2938758openalex-snapshot
Res2Net: A New Multi-Scale Backbone Architecture
inferredcites →https://doi.org/10.1109/wacv48630.2021.00318openalex-snapshot
Rotate to Attend: Convolutional Triplet Attention Module
inferredcites →https://doi.org/10.1145/3465055openalex-snapshot
An Attentive Survey of Attention Models
inferredcites →https://doi.org/10.1177/0278364913491297openalex-snapshot
Vision meets robotics: The KITTI dataset
inferredcites →https://doi.org/10.3390/agronomy11061202openalex-snapshot
Rapid Detection and Counting of Wheat Ears in the Field Using YOLOv4 with Attention Module
inferredcites →https://doi.org/10.3390/rs13234851openalex-snapshot
ECAP-YOLO: Efficient Channel Attention Pyramid YOLO for Small Object Detection in Aerial Image
inferredcites →https://doi.org/10.48550/arxiv.1810.12348openalex-snapshot
Gather-Excite: Exploiting Feature Context in Convolutional Neural Networks

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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MSDCC ‐Net: A Fine‐Scale Remote Sensing Extraction Method for Bare Surface Land in Rare Earth Mining Areas Based on Multi‐Scale Attention Mechanisms
inferred← citeshttps://doi.org/10.1007/978-981-96-9961-2_2openalex-snapshot
YOLO-PCDM: An Enhanced Model for Small Object Detection and Multiscale Fusion in Remote Sensing Imagery
inferred← citeshttps://doi.org/10.1007/s10462-025-11335-2openalex-snapshot
Applications of deep learning in tea quality monitoring: a review
inferred← citeshttps://doi.org/10.1016/j.asoc.2026.114939openalex-snapshot
TLDA: A lightweight and adaptive deep learning framework for accurate monthly runoff forecasting
inferred← citeshttps://doi.org/10.1016/j.compbiomed.2025.109778openalex-snapshot
Optimized Yolov8 feature fusion algorithm for dental disease detection
inferred← citeshttps://doi.org/10.1016/j.dsp.2024.104937openalex-snapshot
Efficient UNet fusion of convolutional neural networks and state space models for medical image segmentation
inferred← citeshttps://doi.org/10.1016/j.enbuild.2026.117177openalex-snapshot
Fault detection and diagnosis of the AHU via combining a new hybrid monitoring strategy and an improved graph convolutional network
inferred← citeshttps://doi.org/10.1016/j.engappai.2024.108552openalex-snapshot
Global context aware dual channel pyramid model for robust image shadow removal
inferred← citeshttps://doi.org/10.1016/j.lwt.2026.119783openalex-snapshot
Research on Daqu grade classification based on deep learning models
inferred← citeshttps://doi.org/10.1016/j.neucom.2025.132094openalex-snapshot
Investigating the effect of attention mechanisms on deep neural network engineering performance and brain-like properties
inferred← citeshttps://doi.org/10.1038/s41598-023-32312-1openalex-snapshot
Multi-scale detection of pulmonary nodules by integrating attention mechanism
inferred← citeshttps://doi.org/10.1080/10255842.2026.2613708openalex-snapshot
Efficient feature selection with attention based deep cat convolutional stacked sparse autoencoder for diabetes prediction
inferred← citeshttps://doi.org/10.1088/1361-6501/ad4c00openalex-snapshot
Tire defect detection based on low and high-level feature fusion
inferred← citeshttps://doi.org/10.1088/1742-6596/2816/1/012094openalex-snapshot
Hand-object pose estimation based on HOPE-net and attention mechanism
inferred← citeshttps://doi.org/10.1109/access.2025.3563459openalex-snapshot
ESLiteU²-Net: A Lightweight U²-Net for Road Extraction From High-Resolution Remote Sensing Images
inferred← citeshttps://doi.org/10.1109/bigdata59044.2023.10386731openalex-snapshot
Dermoscopic Image Classification Using Attention Mechanism and Ensemble Learning Approaches
inferred← citeshttps://doi.org/10.1109/tim.2026.3726189openalex-snapshot
Enhanced X-Ray Pneumoperitoneum Detection: An Automated Measurement System Based on Multiscale Edge Feature Enhancement and Large-Separable Kernel Attention
inferred← citeshttps://doi.org/10.1117/12.3031068openalex-snapshot
WG-YOLOv5: improved YOLOv5 based on wavelet transform and GSConv for real-time wildfire detection
inferred← citeshttps://doi.org/10.3390/agriculture16070809openalex-snapshot
LA-YOLO: Robust Tea-Shoot Detection Under Dynamic Illumination via Input Illumination Stabilization and Discriminative Feature Learning
inferred← citeshttps://doi.org/10.3390/ani14030499openalex-snapshot
DiffusionFR: Species Recognition of Fish in Blurry Scenarios via Diffusion and Attention
inferred← citeshttps://doi.org/10.3390/app152413063openalex-snapshot
Lightweight YOLO-SR: A Method for Small Object Detection in UAV Aerial Images
inferred← citeshttps://doi.org/10.3390/electronics12020377openalex-snapshot
Wildlife Object Detection Method Applying Segmentation Gradient Flow and Feature Dimensionality Reduction
inferred← citeshttps://doi.org/10.3390/machines13110982openalex-snapshot
Underwater Objective Detection Algorithm Based on YOLOv8-Improved Multimodality Image Fusion Technology
inferred← citeshttps://doi.org/10.3390/math13152432openalex-snapshot
Dual-Branch Occlusion-Aware Semantic Part-Features Extraction Network for Occluded Person Re-Identification
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