Methods › Computer Vision › Convolutional Neural Networks › SimpleNet
SimpleNet
Introduced by Seyyed Hossein Hasanpour et al. in Lets keep it simple, Using simple architectures to outperform deeper and more complex architectures
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
SimpleNet is a convolutional neural network with 13 layers. The network employs a homogeneous design utilizing 3 × 3 kernels for convolutional layer and 2 × 2 kernels for pooling operations. The only layers which do not use 3 × 3 kernels are 11th and 12th layers, these layers, utilize 1 × 1 convolutional kernels. Feature-map down-sampling is carried out using nonoverlaping 2 × 2 max-pooling. In order to cope with the problem of vanishing gradient and also over-fitting, SimpleNet also uses batch-normalization with moving average fraction of 0.95 before any ReLU non-linearity.
Papers archive 2025-07-28
6 shown of 6, 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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SimpleNet: A Simple Network for Image Anomaly Detection and Localization 27 Mar 2023 · 2 repositories · arXiv:2303.15140Syntology ran 10 of 17 samples · 7 unverified
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EIS -- a family of activation functions combining Exponential, ISRU, and Softplus 28 Sep 2020 · 0 repositories · arXiv:2009.13501
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TanhSoft -- a family of activation functions combining Tanh and Softplus 8 Sep 2020 · 0 repositories · arXiv:2009.03863
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Tidying Deep Saliency Prediction Architectures 10 Mar 2020 · 1 repository · arXiv:2003.04942Syntology ran 0 of 5 samples · 5 unverified
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Mish: A Self Regularized Non-Monotonic Activation Function 23 Aug 2019 · 9 repositories · arXiv:1908.08681Syntology ran 3 of 12 samples · 9 unverified
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Lets keep it simple, Using simple architectures to outperform deeper and more complex architectures 22 Aug 2016 · 9 repositories · arXiv:1608.06037Syntology ran 3 of 11 samples · 8 unverified
Tasks archive 2025-07-28
12 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