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Methods/Hard Swish

Hard Swish

GeneralIntroduced 200090 papers
Source Paper

Description

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)=xReLU6(x+3)6\text{h-swish}\left(x\right) = x\frac{\text{ReLU6}\left(x+3\right)}{6} h-swish(x)=x6ReLU6(x+3)​

Papers Using This Method

Comparative Analysis of Lightweight Deep Learning Models for Memory-Constrained Devices2025-05-06Time Frequency Analysis of EMG Signal for Gesture Recognition using Fine grained Features2025-04-20A Light Perspective for 3D Object Detection2025-03-10Pulmonary Tuberculosis Edge Diagnosis System Based on MindSpore Framework: Low-cost and High-precision Implementation with Ascend 310 Chip2025-02-15HyperCam: Low-Power Onboard Computer Vision for IoT Cameras2025-01-17Revolutionizing Communication with Deep Learning and XAI for Enhanced Arabic Sign Language Recognition2025-01-14Scalable Forward-Forward Algorithm2025-01-06Towards Efficient IMC Accelerator Design Through Joint Hardware-Workload Co-optimization2024-10-22Efficient Deep Learning Board: Training Feedback Is Not All You Need2024-10-17Real-time Monitoring of Lower Limb Movement Resistance Based on Deep Learning2024-10-13POMONAG: Pareto-Optimal Many-Objective Neural Architecture Generator2024-09-30RNC: Efficient RRAM-aware NAS and Compilation for DNNs on Resource-Constrained Edge Devices2024-09-27PlainUSR: Chasing Faster ConvNet for Efficient Super-Resolution2024-09-20WaterMAS: Sharpness-Aware Maximization for Neural Network Watermarking2024-09-05Analysis of Modern Computer Vision Models for Blood Cell Classification2024-06-30HASS: Hardware-Aware Sparsity Search for Dataflow DNN Accelerator2024-06-05Vision-Based Approach for Food Weight Estimation from 2D Images2024-05-26Impact of Synthetic Images on Morphing Attack Detection Using a Siamese Network2024-03-14A New Machine Learning Dataset of Bulldog Nostril Images for Stenosis Degree Classification2024-03-11Multi-objective Differentiable Neural Architecture Search2024-02-28