Methods › General › Activation Functions › Hard Swish
Hard Swish
Introduced by Andrew Howard et al. in Searching for MobileNetV3
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Hard Swish is a type of activation function based on Swish, but replaces the computationally expensive sigmoid with a piecewise linear analogue:
h-swish(x) = x(ReLU6(x+3))/6
Papers archive 2025-07-28
30 shown of 90, 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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Comparative Analysis of Lightweight Deep Learning Models for Memory-Constrained Devices 6 May 2025 · 0 repositories · arXiv:2505.03303
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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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A Light Perspective for 3D Object Detection 10 Mar 2025 · 0 repositories · arXiv:2503.07133
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Pulmonary Tuberculosis Edge Diagnosis System Based on MindSpore Framework: Low-cost and High-precision Implementation with Ascend 310 Chip 15 Feb 2025 · 0 repositories · arXiv:2502.14885
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HyperCam: Low-Power Onboard Computer Vision for IoT Cameras 17 Jan 2025 · 0 repositories · arXiv:2501.10547
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Revolutionizing Communication with Deep Learning and XAI for Enhanced Arabic Sign Language Recognition 14 Jan 2025 · 0 repositories · arXiv:2501.08169
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Scalable Forward-Forward Algorithm 6 Jan 2025 · 0 repositories · arXiv:2501.03176
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Towards Efficient IMC Accelerator Design Through Joint Hardware-Workload Co-optimization 22 Oct 2024 · 0 repositories · arXiv:2410.16759
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Efficient Deep Learning Board: Training Feedback Is Not All You Need 17 Oct 2024 · 0 repositories · arXiv:2410.14743
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Real-time Monitoring of Lower Limb Movement Resistance Based on Deep Learning 13 Oct 2024 · 0 repositories · arXiv:2410.19769
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POMONAG: Pareto-Optimal Many-Objective Neural Architecture Generator 30 Sep 2024 · 0 repositories · arXiv:2409.20447
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RNC: Efficient RRAM-aware NAS and Compilation for DNNs on Resource-Constrained Edge Devices 27 Sep 2024 · 1 repository · arXiv:2409.18841
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PlainUSR: Chasing Faster ConvNet for Efficient Super-Resolution 20 Sep 2024 · 1 repository · arXiv:2409.13435
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WaterMAS: Sharpness-Aware Maximization for Neural Network Watermarking 5 Sep 2024 · 0 repositories · arXiv:2409.03902
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Analysis of Modern Computer Vision Models for Blood Cell Classification 30 Jun 2024 · 1 repository · arXiv:2407.00759
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HASS: Hardware-Aware Sparsity Search for Dataflow DNN Accelerator 5 Jun 2024 · 1 repository · arXiv:2406.03088
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Vision-Based Approach for Food Weight Estimation from 2D Images 26 May 2024 · 0 repositories · arXiv:2405.16478
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Impact of Synthetic Images on Morphing Attack Detection Using a Siamese Network 14 Mar 2024 · 0 repositories · arXiv:2403.09380
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A New Machine Learning Dataset of Bulldog Nostril Images for Stenosis Degree Classification 11 Mar 2024 · 0 repositories · arXiv:2403.07132
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Multi-objective Differentiable Neural Architecture Search 28 Feb 2024 · 1 repository · arXiv:2402.18213
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Model Evaluation for Domain Identification of Unknown Classes in Open-World Recognition: A Proposal 9 Dec 2023 · 0 repositories · arXiv:2312.05454
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Learning Cortical Anomaly through Masked Encoding for Unsupervised Heterogeneity Mapping 5 Dec 2023 · 1 repository · arXiv:2312.02762
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A Reusable AI-Enabled Defect Detection System for Railway Using Ensembled CNN 24 Nov 2023 · 0 repositories · arXiv:2311.14824
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Unleashing Modified Deep Learning Models in Efficient COVID19 Detection 21 Oct 2023 · 0 repositories · arXiv:2310.14081
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On-Chip Hardware-Aware Quantization for Mixed Precision Neural Networks 5 Sep 2023 · 0 repositories · arXiv:2309.01945
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A Lightweight and Accurate Face Detection Algorithm Based on Retinaface 8 Aug 2023 · 0 repositories · arXiv:2308.04340
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RepViT: Revisiting Mobile CNN From ViT Perspective 18 Jul 2023 · 8 repositories · arXiv:2307.09283Syntology ran 2 of 12 samples · 10 unverified
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An open-source deep learning algorithm for efficient and fully-automatic analysis of the choroid in optical coherence tomography 3 Jul 2023 · 1 repository · arXiv:2307.00904
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End-to-End Neural Network Compression via ℓ₁/ℓ₂ Regularized Latency Surrogates 9 Jun 2023 · 0 repositories · arXiv:2306.05785
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DiffusionNAG: Predictor-guided Neural Architecture Generation with Diffusion Models 26 May 2023 · 1 repository · arXiv:2305.16943Syntology ran 2 of 3 samples · 1 unverified · 3 pointer-only (licence)
Tasks archive 2025-07-28
20 shown of 93 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