Methods › General › Initialization › Xavier Initialization
Xavier Initialization
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Xavier Initialization, or Glorot Initialization, is an initialization scheme for neural networks. Biases are initialized be 0 and the weights Wᵢⱼ at each layer are initialized as:
Wᵢⱼ ∼U[-(√(6))/(√(fanᵢₙ + fanₒᵤₜ)), (√(6))/(√(fanᵢₙ + fanₒᵤₜ))]
Where U is a uniform distribution and fanᵢₙ is the size of the previous layer (number of columns in W) and fanₒᵤₜ is the size of the current layer.
Papers archive 2025-07-28
30 shown of 121, 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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Detecting immune cells with label-free two-photon autofluorescence and deep learning 17 Jun 2025 · 0 repositories · arXiv:2506.14449
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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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SecONNds: Secure Outsourced Neural Network Inference on ImageNet 13 Jun 2025 · 2 repositories · arXiv:2506.11586
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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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Deepfake Detection with Optimized Hybrid Model: EAR Biometric Descriptor via Improved RCNN 16 Mar 2025 · 0 repositories · arXiv:2503.12381
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Comparison of Neural Models for X-ray Image Classification in COVID-19 Detection 8 Jan 2025 · 0 repositories · arXiv:2501.04196
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Evaluating Convolutional Neural Networks for COVID-19 classification in chest X-ray images 26 Dec 2024 · 0 repositories · arXiv:2412.19362
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Improving the network traffic classification using the Packet Vision approach 26 Dec 2024 · 0 repositories · arXiv:2412.19360
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Robust Weight Initialization for Tanh Neural Networks with Fixed Point Analysis 3 Oct 2024 · 0 repositories · arXiv:2410.02242
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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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Dataset-Free Weight-Initialization on Restricted Boltzmann Machine 12 Sep 2024 · 0 repositories · arXiv:2409.07708
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Evaluating Deep Learning Models for Breast Cancer Classification: A Comparative Study 29 Aug 2024 · 2 repositories · arXiv:2408.16859
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Deep Learning for Lung Disease Classification Using Transfer Learning and a Customized CNN Architecture with Attention 23 Aug 2024 · 0 repositories · arXiv:2408.13180
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On Initializing Transformers with Pre-trained Embeddings 17 Jul 2024 · 0 repositories · arXiv:2407.12514
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Deep Network Pruning: A Comparative Study on CNNs in Face Recognition 28 May 2024 · 0 repositories · arXiv:2405.18302
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BanglaNum -- A Public Dataset for Bengali Digit Recognition from Speech 20 Mar 2024 · 0 repositories · arXiv:2403.13465
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Quantization Effects on Neural Networks Perception: How would quantization change the perceptual field of vision models? 15 Mar 2024 · 1 repository · arXiv:2403.09939
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The Potential of Wearable Sensors for Assessing Patient Acuity in Intensive Care Unit (ICU) 3 Nov 2023 · 0 repositories · arXiv:2311.02251
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Multi-Transfer Learning Techniques for Detecting Auditory Brainstem Response 29 Aug 2023 · 0 repositories · arXiv:2308.16203
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SqueezerFaceNet: Reducing a Small Face Recognition CNN Even More Via Filter Pruning 20 Jul 2023 · 0 repositories · arXiv:2307.10697
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Modulation Classification Through Deep Learning Using Resolution Transformed Spectrograms 6 Jun 2023 · 0 repositories · arXiv:2306.04655
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PSDNet: Determination of Particle Size Distributions Using Synthetic Soil Images and Convolutional Neural Networks 7 Mar 2023 · 0 repositories · arXiv:2303.04269
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Use Cases for Time-Frequency Image Representations and Deep Learning Techniques for Improved Signal Classification 22 Feb 2023 · 0 repositories · arXiv:2302.11093
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Optimization of FPGA-based CNN Accelerators Using Metaheuristics 22 Sep 2022 · 0 repositories · arXiv:2209.11272
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Optimizing Anchor-based Detectors for Autonomous Driving Scenes 11 Aug 2022 · 0 repositories · arXiv:2208.06062
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Liquid State Machine-Empowered Reflection Tracking in RIS-Aided THz Communications 8 Aug 2022 · 0 repositories · arXiv:2208.04400
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Land Classification in Satellite Images by Injecting Traditional Features to CNN Models 21 Jul 2022 · 0 repositories · arXiv:2207.10368
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Summarizing Videos using Concentrated Attention and Considering the Uniqueness and Diversity of the Video Frames 29 Jun 2022 · 1 repository
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Gator: Customizable Channel Pruning of Neural Networks with Gating 30 May 2022 · 1 repository · arXiv:2205.15404
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Object Detection with Spiking Neural Networks on Automotive Event Data 9 May 2022 · 1 repository · arXiv:2205.04339Syntology ran 1 of 1 samples · 0 unverified
Tasks archive 2025-07-28
20 shown of 122 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