Methods › Computer Vision › Convolutions › Depthwise Convolution
Depthwise Convolution
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Depthwise Convolution is a type of convolution where we apply a single convolutional filter for each input channel. In the regular 2D convolution performed over multiple input channels, the filter is as deep as the input and lets us freely mix channels to generate each element in the output. In contrast, depthwise convolutions keep each channel separate. To summarize the steps, we:
- Split the input and filter into channels.
- We convolve each input with the respective filter.
- We stack the convolved outputs together.
Image Credit: Chi-Feng Wang
Papers archive 2025-07-28
30 shown of 1,321, 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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Deploying and Evaluating Multiple Deep Learning Models on Edge Devices for Diabetic Retinopathy Detection 14 Jun 2025 · 0 repositories · arXiv:2506.14834
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EfficientFER: EfficientNetv2 Based Deep Learning Approach for Facial Expression Recognition 2 Jun 2025 · 1 repository
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LD-RPMNet: Near-Sensor Diagnosis for Railway Point Machines 1 Jun 2025 · 0 repositories · arXiv:2506.06346
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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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DATD3: Depthwise Attention Twin Delayed Deep Deterministic Policy Gradient For Model Free Reinforcement Learning Under Output Feedback Control 29 May 2025 · 0 repositories · arXiv:2505.23857
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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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SAFEPATH: Preventing Harmful Reasoning in Chain-of-Thought via Early Alignment 20 May 2025 · 0 repositories · arXiv:2505.14667
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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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WriteViT: Handwritten Text Generation with Vision Transformer 19 May 2025 · 1 repository · arXiv:2505.13235
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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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Multi-modal wound classification using wound image and location by Xception and Gaussian Mixture Recurrent Neural Network (GMRNN) 12 May 2025 · 0 repositories · arXiv:2505.08086
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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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A review of DNA restriction-free overlapping sequence cloning techniques for synthetic biology 6 May 2025 · 0 repositories · arXiv:2505.03681
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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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AWARE-NET: Adaptive Weighted Averaging for Robust Ensemble Network in Deepfake Detection 1 May 2025 · 1 repository · arXiv:2505.00312
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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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An Explainable Nature-Inspired Framework for Monkeypox Diagnosis: Xception Features Combined with NGBoost and African Vultures Optimization Algorithm 24 Apr 2025 · 0 repositories · arXiv:2504.17540
Tasks archive 2025-07-28
20 shown of 568 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Image Classification | 232 |
| Transfer Learning | 175 |
| image-classification | 169 |
| Object Detection | 151 |
| object-detection | 129 |
| Semantic Segmentation | 105 |
| Neural Architecture Search | 92 |
| Classification | 90 |
| Deep Learning | 75 |
| Quantization | 68 |
| General Classification | 66 |
| GPU | 60 |
| Data Augmentation | 59 |
| Segmentation | 59 |
| Diagnostic | 57 |
| Decoder | 34 |
| Object | 34 |
| Computational Efficiency | 33 |
| Instance Segmentation | 30 |
| Model Compression | 29 |
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