Methods › Computer Vision › Image Model Blocks › Squeeze-and-Excitation Block
Squeeze-and-Excitation Block
Introduced by Jie Hu et al. in Squeeze-and-Excitation Networks
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
The Squeeze-and-Excitation Block is an architectural unit designed to improve the representational power of a network by enabling it to perform dynamic channel-wise feature recalibration. The process is:
- The block has a convolutional block as an input.
- Each channel is "squeezed" into a single numeric value using average pooling.
- A dense layer followed by a ReLU adds non-linearity and output channel complexity is reduced by a ratio.
- Another dense layer followed by a sigmoid gives each channel a smooth gating function.
- Finally, we weight each feature map of the convolutional block based on the side network; the "excitation".
Papers archive 2025-07-28
30 shown of 543, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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HELENA: High-Efficiency Learning-based channel Estimation using dual Neural Attention 16 Jun 2025 · 1 repository · arXiv:2506.13408
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Analyzing Breast Cancer Survival Disparities by Race and Demographic Location: A Survival Analysis Approach 8 Jun 2025 · 0 repositories · arXiv:2506.07191
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Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification 28 May 2025 · 0 repositories · arXiv:2505.22551
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Intelligent Incident Hypertension Prediction in Obstructive Sleep Apnea 27 May 2025 · 0 repositories · arXiv:2505.20615
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Deep Learning for Breast Cancer Detection: Comparative Analysis of ConvNeXT and EfficientNet 24 May 2025 · 0 repositories · arXiv:2505.18725
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Enhancing Federated Survival Analysis through Peer-Driven Client Reputation in Healthcare 22 May 2025 · 0 repositories · arXiv:2505.16190
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SuperPure: Efficient Purification of Localized and Distributed Adversarial Patches via Super-Resolution GAN Models 22 May 2025 · 0 repositories · arXiv:2505.16318
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Vulnerability of Transfer-Learned Neural Networks to Data Reconstruction Attacks in Small-Data Regime 20 May 2025 · 1 repository · arXiv:2505.14323
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Defect Detection in Photolithographic Patterns Using Deep Learning Models Trained on Synthetic Data 15 May 2025 · 0 repositories · arXiv:2505.10192
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Real-World fNIRS-Based Brain-Computer Interfaces: Benchmarking Deep Learning and Classical Models in Interactive Gaming 15 May 2025 · 0 repositories · arXiv:2505.10536
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V-EfficientNets: Vector-Valued Efficiently Scaled Convolutional Neural Network Models 8 May 2025 · 1 repository · arXiv:2505.05659
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AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active Learning 6 May 2025 · 1 repository · arXiv:2505.03509
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Comparative Analysis of Lightweight Deep Learning Models for Memory-Constrained Devices 6 May 2025 · 0 repositories · arXiv:2505.03303
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CSASN: A Multitask Attention-Based Framework for Heterogeneous Thyroid Carcinoma Classification in Ultrasound Images 4 May 2025 · 0 repositories · arXiv:2505.02211
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Conformal Prediction for Indoor Positioning with Correctness Coverage Guarantees 3 May 2025 · 0 repositories · arXiv:2505.01810
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Mjölnir: A Deep Learning Parametrization Framework for Global Lightning Flash Density 28 Apr 2025 · 0 repositories · arXiv:2504.19822
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Time Frequency Analysis of EMG Signal for Gesture Recognition using Fine grained Features 20 Apr 2025 · 0 repositories · arXiv:2504.14708
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Training Frozen Feature Pyramid DINOv2 for Eyelid Measurements with Infinite Encoding and Orthogonal Regularization 1 Apr 2025 · 1 repository · arXiv:2504.00515
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Efficient Building Roof Type Classification: A Domain-Specific Self-Supervised Approach 28 Mar 2025 · 0 repositories · arXiv:2503.22251
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Deep learning-based identification of precipitation clouds from all-sky camera data for observatory safety 24 Mar 2025 · 0 repositories · arXiv:2503.18670
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A Light Perspective for 3D Object Detection 10 Mar 2025 · 0 repositories · arXiv:2503.07133
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Weakly Supervised Pixel-Level Annotation with Visual Interpretability 25 Feb 2025 · 0 repositories · arXiv:2502.17824
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Automated Flow Pattern Classification in Multi-phase Systems Using AI and Capacitance Sensing Techniques 23 Feb 2025 · 0 repositories · arXiv:2502.16432
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Reducing false positives in strong lens detection through effective augmentation and ensemble learning 20 Feb 2025 · 0 repositories · arXiv:2502.14936
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CAE-Net: Generalized Deepfake Image Detection using Convolution and Attention Mechanisms with Spatial and Frequency Domain Features 15 Feb 2025 · 0 repositories · arXiv:2502.10682
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Pulmonary Tuberculosis Edge Diagnosis System Based on MindSpore Framework: Low-cost and High-precision Implementation with Ascend 310 Chip 15 Feb 2025 · 0 repositories · arXiv:2502.14885
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AI-Driven Solutions for Falcon Disease Classification: Concatenated ConvNeXt cum EfficientNet AI Model Approach 7 Feb 2025 · 0 repositories · arXiv:2502.04682
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Tackling Small Sample Survival Analysis via Transfer Learning: A Study of Colorectal Cancer Prognosis 21 Jan 2025 · 1 repository · arXiv:2501.12421
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Prediction of Lung Metastasis from Hepatocellular Carcinoma using the SEER Database 20 Jan 2025 · 1 repository · arXiv:2501.11720
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Enhancing Brain Tumor Segmentation Using Channel Attention and Transfer learning 19 Jan 2025 · 1 repository · arXiv:2501.11196
Tasks archive 2025-07-28
20 shown of 388 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections