Methods › General › Skip Connection Blocks › Inverted Residual Block
Inverted Residual Block
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
An Inverted Residual Block, sometimes called an MBConv Block, is a type of residual block used for image models that uses an inverted structure for efficiency reasons. It was originally proposed for the MobileNetV2 CNN architecture. It has since been reused for several mobile-optimized CNNs.
A traditional Residual Block has a wide -> narrow -> wide structure with the number of channels. The input has a high number of channels, which are compressed with a 1x1 convolution. The number of channels is then increased again with a 1x1 convolution so input and output can be added.
In contrast, an Inverted Residual Block follows a narrow -> wide -> narrow approach, hence the inversion. We first widen with a 1x1 convolution, then use a 3x3 depthwise convolution (which greatly reduces the number of parameters), then we use a 1x1 convolution to reduce the number of channels so input and output can be added.
Papers archive 2025-07-28
30 shown of 823, 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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EfficientFER: EfficientNetv2 Based Deep Learning Approach for Facial Expression Recognition 2 Jun 2025 · 1 repository
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Deep Learning-Based Breast Cancer Detection in Mammography: A Multi-Center Validation Study in Thai Population 29 May 2025 · 0 repositories · arXiv:2506.03177
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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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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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An Approach Towards Identifying Bangladeshi Leaf Diseases through Transfer Learning and XAI 21 May 2025 · 0 repositories · arXiv:2505.16033
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An Exploratory Approach Towards Investigating and Explaining Vision Transformer and Transfer Learning for Brain Disease Detection 21 May 2025 · 0 repositories · arXiv:2505.16039
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Comprehensive Lung Disease Detection Using Deep Learning Models and Hybrid Chest X-ray Data with Explainable AI 21 May 2025 · 0 repositories · arXiv:2505.16028
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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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PROM: Prioritize Reduction of Multiplications Over Lower Bit-Widths for Efficient CNNs 6 May 2025 · 0 repositories · arXiv:2505.03254
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Diagnostic Uncertainty in Pneumonia Detection using CNN MobileNetV2 and CNN from Scratch 5 May 2025 · 0 repositories · arXiv:2505.02396
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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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Local Herb Identification Using Transfer Learning: A CNN-Powered Mobile Application for Nepalese Flora 4 May 2025 · 0 repositories · arXiv:2505.02147
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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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Soft-Label Caching and Sharpening for Communication-Efficient Federated Distillation 28 Apr 2025 · 1 repository · arXiv:2504.19602
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VeLU: Variance-enhanced Learning Unit for Deep Neural Networks 21 Apr 2025 · 0 repositories · arXiv:2504.15051
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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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Deep Ensembling of Multiband Images for Earth Remote Sensing and Foramnifera Data 2 Apr 2025 · 1 repository
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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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Camera Model Identification with SPAIR-Swin and Entropy based Non-Homogeneous Patches 28 Mar 2025 · 0 repositories · arXiv:2503.22120
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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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An improved EfficientNetV2 for garbage classification 27 Mar 2025 · 0 repositories · arXiv:2503.21208
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Face Spoofing Detection using Deep Learning 25 Mar 2025 · 1 repository · arXiv:2503.19223
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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
Tasks archive 2025-07-28
20 shown of 414 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
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Categories archive 2025-07-28
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