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adaptive_instance_normalization

Syntologyentry name in harvested coderead from the graph 2026-09-24

adaptive_instance_normalization appears in the code Syntology harvested for 37 papers, as 10 distinct code bodies found in 38 places (a place is one code body under one paper). At least one of them ran in 19 of the papers; 7 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named adaptive_instance_normalization do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 7 of the 10 distinct code bodies named adaptive_instance_normalization; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
3ran · fixture could not drive it
2ran
3unverified
7fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 38 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

37 papers shown of 37, newest first; 38 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 3 papers added by Syntology; 6 papers have no page here and are shown by arXiv id only. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
P-PatchDiff: Progressive Patch Diffusion Models for Low-light Image Enhancement added by Syntology 2026-09 (from id) RuoyuGuo/P-PatchDiff/BasicSR-light/basicsr/archs/dfdnet_util.py b7c6741eed724350 unverified no licence file found · pointer only
Evaluation of Randomization through Style Transfer for Enhanced Domain Generalization added by Syntology 2026-04 (from id) naoto0804/pytorch-AdaIN/function.py 16679a24b9881031 ran · our draft was wrong fingerprinted MIT (permissive)
MedVSR: Medical Video Super-Resolution with Cross State-Space Propagation added by Syntology 2025-09 (from id) CUHK-AIM-Group/MedVSR/basicsr/archs/dfdnet_util.py b7c6741eed724350 unverified no licence file found · pointer only
HoliSDiP: Image Super-Resolution via Holistic Semantics and Diffusion Prior 27 Nov 2024 liyuantsao/HoliSDiP/basicsr/archs/dfdnet_util.py b7c6741eed724350 unverified Apache-2.0 (permissive)
Zoomed In, Diffused Out: Towards Local Degradation-Aware Multi-Diffusion for Extreme Image Super-Resolution 18 Nov 2024 Brian-Moser/zido/basicsr/archs/dfdnet_util.py b7c6741eed724350 unverified Apache-2.0 (permissive)
DreamClear: High-Capacity Real-World Image Restoration with Privacy-Safe Dataset Curation 24 Oct 2024 shallowdream204/dreamclear/basicsr/archs/dfdnet_util.py b7c6741eed724350 unverified Apache-2.0 (permissive)
Taming Diffusion Prior for Image Super-Resolution with Domain Shift SDEs 26 Sep 2024 AMD-AIG-AIMA/DoSSR/model/er_sde_sampler.py 0a3c7e256faf29bc ran · our draft was wrong fingerprinted MIT (permissive)
Degradation-Guided One-Step Image Super-Resolution with Diffusion Priors 25 Sep 2024 arctichare105/s3diff/basicsr/archs/dfdnet_util.py b7c6741eed724350 unverified Apache-2.0 (permissive)
CLAY: A Controllable Large-scale Generative Model for Creating High-quality 3D Assets 30 May 2024 yixunliang/unitex/TSD_SR/basicsr/archs/dfdnet_util.py b7c6741eed724350 unverified Apache-2.0 (permissive)
Beyond Alignment: Blind Video Face Restoration via Parsing-Guided Temporal-Coherent Transformer 21 Apr 2024 kepengxu/PGTFormer/archs/codeformer_arch.py ad986575b3f8c295 ran fingerprinted licence not identified · pointer only
Towards Highly Realistic Artistic Style Transfer via Stable Diffusion with Step-aware and Layer-aware Prompt 17 Apr 2024 jamie-cheung/lsast/cldm/cldm.py a0ab4de8a03b69b0 ran fingerprinted Apache-2.0 (permissive)
Ship in Sight: Diffusion Models for Ship-Image Super Resolution 27 Mar 2024 luigisigillo/shipinsight/basicsr/archs/dfdnet_util.py b7c6741eed724350 unverified no licence file found · pointer only
SeeSR: Towards Semantics-Aware Real-World Image Super-Resolution 27 Nov 2023 cswry/seesr/basicsr/archs/dfdnet_util.py b7c6741eed724350 unverified Apache-2.0 (permissive)
RoboDepth: Robust Out-of-Distribution Depth Estimation under Corruptions 23 Oct 2023 rgeirhos/Stylized-ImageNet/code/function.py bd9607443cdfbbe8 ran · fixture could not drive it fingerprinted MIT (permissive)
Image Super-resolution Via Latent Diffusion: A Sampling-space Mixture Of Experts And Frequency-augmented Decoder Approach 18 Oct 2023 tencent-ailab/frequency_aug_vae_moesr/sr_8x_inf/sr_val_ddim_moe.py 8bfdf03ea3e03495 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Cross Contrasting Feature Perturbation for Domain Generalization 24 Jul 2023 hackmebroo/ccfp/networks.py 7d65990d684d50e8 ran · fixture could not drive it fingerprinted no licence file found · pointer only
Exploiting Diffusion Prior for Real-World Image Super-Resolution 11 May 2023 naagar/art_restoration_dm/basicsr/archs/dfdnet_util.py b7c6741eed724350 unverified MIT (permissive)
Real-time 6K Image Rescaling with Rate-distortion Optimization 3 Apr 2023 abnervictor/hyperthumbnail/BasicSR/basicsr/archs/dfdnet_util.py b7c6741eed724350 unverified MIT (permissive)
LMR: A Large-Scale Multi-Reference Dataset for Reference-based Super-Resolution 9 Mar 2023 wdmwhh/MRefSR/basicsr/archs/dfdnet_util.py b7c6741eed724350 unverified Apache-2.0 (permissive)
FNeVR: Neural Volume Rendering for Face Animation 21 Sep 2022 zengbohan0217/FNeVR/modules/generator.py 0365f311474ef70e unverified MIT (permissive)
Contributions of Shape, Texture, and Color in Visual Recognition 19 Jul 2022 gyhandy/humanoid-vision-engine/Imagine/models.py 16679a24b9881031 ran · our draft was wrong fingerprinted MIT (permissive)
StylizedNeRF: Consistent 3D Scene Stylization as Stylized NeRF via 2D-3D Mutual Learning 24 May 2022 iglict/stylizednerf/Style_function.py 16679a24b9881031 ran · our draft was wrong fingerprinted MIT (permissive)
Exact Feature Distribution Matching for Arbitrary Style Transfer and Domain Generalization 15 Mar 2022 YBZh/EFDM/ArbitraryStyleTransfer/function.py 16679a24b9881031 ran · our draft was wrong fingerprinted MIT (permissive)
CLIPstyler: Image Style Transfer with a Single Text Condition 1 Dec 2021 paper11667/clipstyler/function.py 800ffb86732cd0e6 unverified MIT (permissive)
Semi-Supervised Domain Generalization with Stochastic StyleMatch 1 Jun 2021 KaiyangZhou/ssdg-benchmark/trainers/adain/function.py 16679a24b9881031 ran · our draft was wrong fingerprinted MIT (permissive)
Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification 9 Oct 2020 onuriel/PermutedAdaIN/permutedAdaIN.py 7d65990d684d50e8 ran · fixture could not drive it fingerprinted MIT (permissive)
Emergent Properties of Foveated Perceptual Systems 14 Jun 2020 ArturoDeza/NeuroFovea_PyTorch/function.py 16679a24b9881031 ran · our draft was wrong fingerprinted MIT (permissive)
Joint Bilateral Learning for Real-time Universal Photorealistic Style Transfer 23 Apr 2020 mousecpn/Joint-Bilateral-Learning/model.py 16679a24b9881031 ran · our draft was wrong fingerprinted MIT (permissive)
Collaborative Distillation for Ultra-Resolution Universal Style Transfer 18 Mar 2020 mingsun-tse/collaborative-distillation/model/model_cd.py 16679a24b9881031 ran · our draft was wrong fingerprinted MIT (permissive)
Domain Adaptation for Object Detection via Style Consistency 22 Nov 2019 pb2377/Pytorch-Domain-Adaptation-via-Style-Consistency/styletransfer.py 16679a24b9881031 ran · our draft was wrong fingerprinted MIT (permissive)
Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization 20 Mar 2017 bethgelab/stylize-datasets/function.py bd9607443cdfbbe8 ran · fixture could not drive it fingerprinted licence not identified · pointer only
Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization 20 Mar 2017 dongkwani/upcsc/trainers/adain/adain.py 16679a24b9881031 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:aaai_25117 cplusx/eps-Assign-and-Mix/function.py 16679a24b9881031 ran · our draft was wrong fingerprinted CC0-1.0 (permissive)
arXiv:Wu_SeeSR_Towards_Semantics-Aware_Real-World_Image_Super-Resolution_CVPR_2024_paper cswry/SeeSR/basicsr/archs/dfdnet_util.py b7c6741eed724350 unverified Apache-2.0 (permissive)
arXiv:Wang_Timestep-Aware_Diffusion_Model_for_Extreme_Image_Rescaling_ICCV_2025_paper wwangcece/TADM/basicsr/archs/dfdnet_util.py b7c6741eed724350 unverified Apache-2.0 (permissive)
arXiv:Wang_Deep_Arbitrary-Scale_Image_Super-Resolution_via_Scale-Equivariance_Pursuit_CVPR_2023_paper neuralchen/EQSR/basicsr/archs/dfdnet_util.py b7c6741eed724350 unverified Apache-2.0 (permissive)
arXiv:Kwon_CLIPstyler_Image_Style_Transfer_With_a_Single_Text_Condition_CVPR_2022_paper cyclomon/CLIPstyler/function.py 800ffb86732cd0e6 unverified MIT (permissive)
arXiv:136850478 leo-gb/UMA/ccs_training/models/function.py 16679a24b9881031 ran · our draft was wrong fingerprinted MIT (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

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