Methods › Computer Vision › Convolutions › Pointwise Convolution
Pointwise Convolution
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Pointwise Convolution is a type of convolution that uses a 1x1 kernel: a kernel that iterates through every single point. This kernel has a depth of however many channels the input image has. It can be used in conjunction with depthwise convolutions to produce an efficient class of convolutions known as depthwise-separable convolutions.
Image Credit: Chi-Feng Wang
Papers archive 2025-07-28
30 shown of 1,306, 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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OWSM v4: Improving Open Whisper-Style Speech Models via Data Scaling and Cleaning 31 May 2025 · 0 repositories · arXiv:2506.00338
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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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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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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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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
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SOLIDO: A Robust Watermarking Method for Speech Synthesis via Low-Rank Adaptation 21 Apr 2025 · 0 repositories · arXiv:2504.15035
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VeLU: Variance-enhanced Learning Unit for Deep Neural Networks 21 Apr 2025 · 0 repositories · arXiv:2504.15051
Tasks archive 2025-07-28
20 shown of 559 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 | 220 |
| Transfer Learning | 176 |
| image-classification | 164 |
| Object Detection | 144 |
| object-detection | 125 |
| Semantic Segmentation | 92 |
| Classification | 89 |
| Neural Architecture Search | 88 |
| Deep Learning | 73 |
| Quantization | 67 |
| General Classification | 64 |
| Data Augmentation | 60 |
| GPU | 59 |
| Segmentation | 56 |
| Diagnostic | 55 |
| Object | 34 |
| Decoder | 32 |
| Model Compression | 30 |
| Instance Segmentation | 29 |
| Computational Efficiency | 28 |
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