Methods › Computer Vision › Convolutional Neural Networks › LeNet
LeNet
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
LeNet is a classic convolutional neural network employing the use of convolutions, pooling and fully connected layers. It was used for the handwritten digit recognition task with the MNIST dataset. The architectural design served as inspiration for future networks such as AlexNet and VGG..
Papers archive 2025-07-28
30 shown of 45, 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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Improving Classification Neural Networks by using Absolute activation function (MNIST/LeNET-5 example) 23 Apr 2023 · 1 repository · arXiv:2304.11758
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Convolutional neural networks for Alzheimer’s disease detection on MRI images 29 Apr 2021 · 1 repository
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Hyperparameter Ensembles for Robustness and Uncertainty Quantification 24 Jun 2020 · 3 repositories · arXiv:2006.13570Syntology ran 2 of 4 samples · 2 unverified
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MNIST-MIX: A Multi-language Handwritten Digit Recognition Dataset 8 Apr 2020 · 2 repositories · arXiv:2004.03848
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LCP: A Low-Communication Parallelization Method for Fast Neural Network Inference in Image Recognition 13 Mar 2020 · 0 repositories · arXiv:2003.06464
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Can we have it all? On the Trade-off between Spatial and Adversarial Robustness of Neural Networks 26 Feb 2020 · 1 repository · arXiv:2002.11318Syntology ran 3 of 4 samples · 1 unverified
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Identifying Critical Neurons in ANN Architectures using Mixed Integer Programming 17 Feb 2020 · 1 repository · arXiv:2002.07259
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Non-linear Neurons with Human-like Apical Dendrite Activations 2 Feb 2020 · 1 repository · arXiv:2003.03229
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Analytical Moment Regularizer for Training Robust Networks 1 Jan 2020 · 0 repositories
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Learn-able parameter guided Activation Functions 23 Dec 2019 · 0 repositories · arXiv:1912.10752
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AutoPrune: Automatic Network Pruning by Regularizing Auxiliary Parameters 1 Dec 2019 · 1 repository
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FeCaffe: FPGA-enabled Caffe with OpenCL for Deep Learning Training and Inference on Intel Stratix 10 18 Nov 2019 · 0 repositories · arXiv:1911.08905
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Coverage Testing of Deep Learning Models using Dataset Characterization 17 Nov 2019 · 0 repositories · arXiv:1911.07309
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2L-3W: 2-Level 3-Way Hardware-Software Co-Verification for the Mapping of Deep Learning Architecture (DLA) onto FPGA Boards 14 Nov 2019 · 0 repositories · arXiv:1911.05944
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Variational Student: Learning Compact and Sparser Networks in Knowledge Distillation Framework 26 Oct 2019 · 0 repositories · arXiv:1910.12061
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Offline handwritten mathematical symbol recognition utilising deep learning 16 Oct 2019 · 0 repositories · arXiv:1910.07395
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SPEC2: SPECtral SParsE CNN Accelerator on FPGAs 16 Oct 2019 · 0 repositories · arXiv:1910.11103
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Soft-Label Dataset Distillation and Text Dataset Distillation 6 Oct 2019 · 3 repositories · arXiv:1910.02551Syntology ran 0 of 13 samples · 13 unverified
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Defending Against Adversarial Attacks by Suppressing the Largest Eigenvalue of Fisher Information Matrix 13 Sep 2019 · 0 repositories · arXiv:1909.06137
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Adversarial Robustness via Label-Smoothing 27 Jun 2019 · 0 repositories · arXiv:1906.11567
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Divide and Conquer: Leveraging Intermediate Feature Representations for Quantized Training of Neural Networks 14 Jun 2019 · 0 repositories · arXiv:1906.06033
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Adversarial Robustness Assessment: Why both L₀ and L_∞ Attacks Are Necessary 14 Jun 2019 · 1 repository · arXiv:1906.06026
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Multi-Objective Pruning for CNNs Using Genetic Algorithm 2 Jun 2019 · 0 repositories · arXiv:1906.00399
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Advancements in Image Classification using Convolutional Neural Network 8 May 2019 · 0 repositories · arXiv:1905.03288
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Analytical Moment Regularizer for Gaussian Robust Networks 24 Apr 2019 · 1 repository · arXiv:1904.11005
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Towards Compact ConvNets via Structure-Sparsity Regularized Filter Pruning 23 Jan 2019 · 1 repository · arXiv:1901.07827
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GASL: Guided Attention for Sparsity Learning in Deep Neural Networks 7 Jan 2019 · 2 repositories · arXiv:1901.01939
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Handwritten Indic Character Recognition using Capsule Networks 1 Jan 2019 · 0 repositories · arXiv:1901.00166
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ReLeQ: A Reinforcement Learning Approach for Deep Quantization of Neural Networks 5 Nov 2018 · 0 repositories · arXiv:1811.01704
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Security for Machine Learning-based Systems: Attacks and Challenges during Training and Inference 5 Nov 2018 · 0 repositories · arXiv:1811.01463
Tasks archive 2025-07-28
20 shown of 50 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