Methods › General › Normalization › Instance Normalization
Instance Normalization
Introduced by Dmitry Ulyanov et al. in Instance Normalization: The Missing Ingredient for Fast Stylization
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Instance Normalization (also known as contrast normalization) is a normalization layer where:
yₜᵢⱼₖ = (xₜᵢⱼₖ - μₜᵢ)/(√(σₜᵢ² + ϵ)), μₜᵢ = 1/HW∑ₗ₌₁ᵂ ∑ₘ₌₁ᴴ xₜᵢₗₘ, σₜᵢ² = 1/HW∑ₗ₌₁ᵂ ∑ₘ₌₁ᴴ (xₜᵢₗₘ - μₜᵢ)².
This prevents instance-specific mean and covariance shift simplifying the learning process. Intuitively, the normalization process allows to remove instance-specific contrast information from the content image in a task like image stylization, which simplifies generation.
Papers archive 2025-07-28
30 shown of 572, 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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Prmpt2Adpt: Prompt-Based Zero-Shot Domain Adaptation for Resource-Constrained Environments 20 Jun 2025 · 0 repositories · arXiv:2506.16994
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MD-ViSCo: A Unified Model for Multi-Directional Vital Sign Waveform Conversion 10 Jun 2025 · 1 repository · arXiv:2506.08357
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Multipath cycleGAN for harmonization of paired and unpaired low-dose lung computed tomography reconstruction kernels 28 May 2025 · 0 repositories · arXiv:2505.22568
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Unpaired Image-to-Image Translation for Segmentation and Signal Unmixing 27 May 2025 · 0 repositories · arXiv:2505.20746
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Style Transfer with Diffusion Models for Synthetic-to-Real Domain Adaptation 22 May 2025 · 1 repository · arXiv:2505.16360
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3D Reconstruction from Sketches 20 May 2025 · 0 repositories · arXiv:2505.14621
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Towards Generating Realistic Underwater Images 20 May 2025 · 0 repositories · arXiv:2505.14296
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Fault Diagnosis across Heterogeneous Domains via Self-Adaptive Temporal-Spatial Attention and Sample Generation 16 May 2025 · 1 repository · arXiv:2505.11083
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A Deep Learning-Driven Inhalation Injury Grading Assistant Using Bronchoscopy Images 13 May 2025 · 0 repositories · arXiv:2505.08517
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FIC-TSC: Learning Time Series Classification with Fisher Information Constraint 9 May 2025 · 0 repositories · arXiv:2505.06114
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MRI motion correction via efficient residual-guided denoising diffusion probabilistic models 6 May 2025 · 0 repositories · arXiv:2505.03498
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Revolutionizing Brain Tumor Imaging: Generating Synthetic 3D FA Maps from T1-Weighted MRI using CycleGAN Models 6 May 2025 · 0 repositories · arXiv:2505.03662
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Lesion-Aware Generative Artificial Intelligence for Virtual Contrast-Enhanced Mammography in Breast Cancer 5 May 2025 · 0 repositories · arXiv:2505.03018
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ClearVision: Leveraging CycleGAN and SigLIP-2 for Robust All-Weather Classification in Traffic Camera Imagery 28 Apr 2025 · 0 repositories · arXiv:2504.19684
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Attention-Based Multiscale Temporal Fusion Network for Uncertain-Mode Fault Diagnosis in Multimode Processes 7 Apr 2025 · 1 repository · arXiv:2504.05172
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Tune It Up: Music Genre Transfer and Prediction 27 Mar 2025 · 1 repository · arXiv:2503.22008
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Exploiting Diffusion Prior for Real-World Image Dehazing with Unpaired Training 19 Mar 2025 · 1 repository · arXiv:2503.15017
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Whole-Body Image-to-Image Translation for a Virtual Scanner in a Healthcare Digital Twin 18 Mar 2025 · 0 repositories · arXiv:2503.15555
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CyclePose -- Leveraging Cycle-Consistency for Annotation-Free Nuclei Segmentation in Fluorescence Microscopy 14 Mar 2025 · 0 repositories · arXiv:2503.11266
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Feature Fusion Attention Network with CycleGAN for Image Dehazing, De-Snowing and De-Raining 8 Mar 2025 · 0 repositories · arXiv:2503.06107
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Generalizable Image Repair for Robust Visual Autonomous Racing 7 Mar 2025 · 1 repository · arXiv:2503.05911
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Lightweight Channel-wise Dynamic Fusion Model: Non-stationary Time Series Forecasting via Entropy Analysis 4 Mar 2025 · 0 repositories · arXiv:2503.02609
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MRI super-resolution reconstruction using efficient diffusion probabilistic model with residual shifting 3 Mar 2025 · 1 repository · arXiv:2503.01576
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Cross Modality Medical Image Synthesis for Improving Liver Segmentation 2 Mar 2025 · 0 repositories · arXiv:2503.00945
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Development of an Unpaired Deep Neural Network for Synthesizing X-ray Fluoroscopic Images from Digitally Reconstructed Tomography in Image Guided Radiotherapy 1 Mar 2025 · 0 repositories · arXiv:2503.00665
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A Physics-Informed Deep Learning Model for MRI Brain Motion Correction 13 Feb 2025 · 1 repository · arXiv:2502.09296
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Bidirectional Brain Image Translation using Transfer Learning from Generic Pre-trained Models 21 Jan 2025 · 0 repositories · arXiv:2501.12488
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SFC-GAN: A Generative Adversarial Network for Brain Functional and Structural Connectome Translation 13 Jan 2025 · 0 repositories · arXiv:2501.07055
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ZSVC: Zero-shot Style Voice Conversion with Disentangled Latent Diffusion Models and Adversarial Training 8 Jan 2025 · 0 repositories · arXiv:2501.04416
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A Value Mapping Virtual Staining Framework for Large-scale Histological Imaging 7 Jan 2025 · 0 repositories · arXiv:2501.03592
Tasks archive 2025-07-28
20 shown of 340 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Translation | 116 |
| Image-to-Image Translation | 99 |
| Image Generation | 61 |
| Style Transfer | 61 |
| Domain Adaptation | 56 |
| Semantic Segmentation | 53 |
| Generative Adversarial Network | 45 |
| Data Augmentation | 39 |
| Segmentation | 38 |
| Unsupervised Domain Adaptation | 26 |
| Object Detection | 25 |
| SSIM | 24 |
| Domain Generalization | 23 |
| object-detection | 23 |
| Image Segmentation | 22 |
| Denoising | 19 |
| Computed Tomography (CT) | 18 |
| Diagnostic | 18 |
| Disentanglement | 16 |
| Image Classification | 16 |
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