Home › Code › calc_mean_std

calc_mean_std

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

calc_mean_std appears in the code Syntology harvested for 64 papers, as 20 distinct code bodies found in 64 places (a place is one code body under one paper). At least one of them ran in 41 of the papers; 13 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 calc_mean_std 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 13 of the 20 distinct code bodies named calc_mean_std; 7 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
3ran · fixture could not drive it
6ran
7unverified
13fingerprinted

Licence is a property of each copy, so it is counted per place: 13 of the 64 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

64 papers shown of 64, newest first; 64 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 6 papers added by Syntology; 12 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 a7e8af4ef5efc131 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 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted MIT (permissive)
Multi-Objective Optimization for Synthetic-to-Real Style Transfer added by Syntology 2026-02 (from id) echigot/MOOSS/mooss/adain.py 7ee9dfbb0bd00480 unverified MIT (permissive)
Stylizing ViT: Anatomy-Preserving Instance Style Transfer for Domain Generalization added by Syntology 2026-01 (from id) sdoerrich97/stylizing-vit/stylizing_vit/loss/util.py cb623432a457aad6 unverified Apache-2.0 (permissive)
EmoLat: Text-driven Image Sentiment Transfer via Emotion Latent Space added by Syntology 2026-01 (from id) JingVIPLab/EmoLat/model/function.py 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted no licence file found · pointer only
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 a7e8af4ef5efc131 unverified no licence file found · pointer only
arXiv:2507.20291 2025-07 (from id) Joyies/TVT/TVT/my_utils/wavelet_color_fix.py 4c8c3d07d7aa35cb ran · our draft was wrong fingerprinted no licence file found · pointer only
Pixel-level and Semantic-level Adjustable Super-resolution: A Dual-LoRA Approach 4 Dec 2024 cswry/osediff/my_utils/wavelet_color_fix.py 4c8c3d07d7aa35cb ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
HoliSDiP: Image Super-Resolution via Holistic Semantics and Diffusion Prior 27 Nov 2024 liyuantsao/HoliSDiP/basicsr/archs/dfdnet_util.py a7e8af4ef5efc131 unverified Apache-2.0 (permissive)
OSDFace: One-Step Diffusion Model for Face Restoration 26 Nov 2024 jkwang28/osdface/utils/wavelet_color_fix.py 4c8c3d07d7aa35cb ran · our draft was wrong fingerprinted no licence file found · pointer only
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 a7e8af4ef5efc131 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 a7e8af4ef5efc131 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 4c8c3d07d7aa35cb 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 a7e8af4ef5efc131 unverified Apache-2.0 (permissive)
Mamba-ST: State Space Model for Efficient Style Transfer 16 Sep 2024 filippobotti/mambast/function.py 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted no licence file found · pointer only
UniPortrait: A Unified Framework for Identity-Preserving Single- and Multi-Human Image Personalization 12 Aug 2024 junjiehe96/UniPortrait/uniportrait/uniportrait_attention_processor.py 8199644cda7be3f8 ran fingerprinted Apache-2.0 (permissive)
FlexiEdit: Frequency-Aware Latent Refinement for Enhanced Non-Rigid Editing 25 Jul 2024 kookie12/FlexiEdit/flexiedit/adain.py 7ee9dfbb0bd00480 unverified Apache-2.0 (permissive)
Zero-shot Image Editing with Reference Imitation 11 Jun 2024 ali-vilab/MimicBrush/models/ReferenceNet_attention.py 8199644cda7be3f8 ran fingerprinted 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 a7e8af4ef5efc131 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 fac88a669d369ae6 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 6576c5264bea5331 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 a7e8af4ef5efc131 unverified no licence file found · pointer only
Visual Style Prompting with Swapping Self-Attention 20 Feb 2024 naver-ai/Visual-Style-Prompting/pipelines/inverted_ve_pipeline.py 8d0ce4c22eacc88f ran fingerprinted Apache-2.0 (permissive)
Unified Diffusion-Based Rigid and Non-Rigid Editing with Text and Image Guidance 4 Jan 2024 kihensarn/ti-guided-edit/utils/adain.py 7ee9dfbb0bd00480 unverified MIT (permissive)
Style Aligned Image Generation via Shared Attention 4 Dec 2023 google/style-aligned/sa_handler.py 9c9a27e0bc006a04 ran fingerprinted Apache-2.0 (permissive)
SeeSR: Towards Semantics-Aware Real-World Image Super-Resolution 27 Nov 2023 cswry/seesr/basicsr/archs/dfdnet_util.py a7e8af4ef5efc131 unverified Apache-2.0 (permissive)
RoboDepth: Robust Out-of-Distribution Depth Estimation under Corruptions 23 Oct 2023 rgeirhos/Stylized-ImageNet/code/function.py abe85479c8ccd9a7 ran · our draft was wrong 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 729aee244f080138 ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Painterly Image Harmonization using Diffusion Model 4 Aug 2023 bcmi/phdiffusion-painterly-image-harmonization/loss/VGG_Loss.py c50f180220dfde34 ran fingerprinted Apache-2.0 (permissive)
Cross Contrasting Feature Perturbation for Domain Generalization 24 Jul 2023 hackmebroo/ccfp/networks.py 7dc5cc1a5cc56434 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 a7e8af4ef5efc131 unverified MIT (permissive)
Real-time 6K Image Rescaling with Rate-distortion Optimization 3 Apr 2023 abnervictor/hyperthumbnail/BasicSR/basicsr/archs/dfdnet_util.py a7e8af4ef5efc131 unverified MIT (permissive)
Towards Artistic Image Aesthetics Assessment: a Large-scale Dataset and a New Method 27 Mar 2023 dreemurr-t/baid/models/model.py 93913b09cb801fe5 ran · honoured contract fingerprinted no licence file found · pointer only
LMR: A Large-Scale Multi-Reference Dataset for Reference-based Super-Resolution 9 Mar 2023 wdmwhh/MRefSR/basicsr/archs/dfdnet_util.py a7e8af4ef5efc131 unverified Apache-2.0 (permissive)
Federated Domain Generalization for Image Recognition via Cross-Client Style Transfer 3 Oct 2022 JeremyCJM/CCST/reconstruct_img/imagenet_reconstruct.py 2d434599536522ee unverified CC0-1.0 (permissive)
FNeVR: Neural Volume Rendering for Face Animation 21 Sep 2022 zengbohan0217/FNeVR/modules/generator.py 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted MIT (permissive)
Contributions of Shape, Texture, and Color in Visual Recognition 19 Jul 2022 gyhandy/humanoid-vision-engine/Imagine/models.py 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted MIT (permissive)
StylizedNeRF: Consistent 3D Scene Stylization as Stylized NeRF via 2D-3D Mutual Learning 24 May 2022 iglict/stylizednerf/Style_function.py 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted MIT (permissive)
Knowledge Distillation Meets Open-Set Semi-Supervised Learning 13 May 2022 jingyang2017/srd_ossl/models/util.py 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted MIT (permissive)
Exact Feature Distribution Matching for Arbitrary Style Transfer and Domain Generalization 15 Mar 2022 YBZh/EFDM/ArbitraryStyleTransfer/function.py 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted MIT (permissive)
CLIPstyler: Image Style Transfer with a Single Text Condition 1 Dec 2021 paper11667/clipstyler/function.py 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted MIT (permissive)
AdaAttN: Revisit Attention Mechanism in Arbitrary Neural Style Transfer 8 Aug 2021 identical code first harvested elsewhere 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted licence of this copy not recorded
Semi-Supervised Domain Generalization with Stochastic StyleMatch 1 Jun 2021 KaiyangZhou/ssdg-benchmark/trainers/adain/function.py 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted MIT (permissive)
MichiGAN: Multi-Input-Conditioned Hair Image Generation for Portrait Editing 30 Oct 2020 tzt101/MichiGAN/models/networks/loss.py 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted MIT (permissive)
Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification 9 Oct 2020 onuriel/PermutedAdaIN/permutedAdaIN.py 7dc5cc1a5cc56434 ran · fixture could not drive it fingerprinted MIT (permissive)
Emergent Properties of Foveated Perceptual Systems 14 Jun 2020 ArturoDeza/NeuroFovea_PyTorch/function.py 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted MIT (permissive)
Joint Bilateral Learning for Real-time Universal Photorealistic Style Transfer 23 Apr 2020 mousecpn/Joint-Bilateral-Learning/model.py 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted MIT (permissive)
Collaborative Distillation for Ultra-Resolution Universal Style Transfer 18 Mar 2020 mingsun-tse/collaborative-distillation/model/model_cd.py 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted MIT (permissive)
Synthesizing human-like sketches from natural images using a conditional convolutional decoder 16 Mar 2020 kampelmuehler/synthesizing_human_like_sketches/utils/utils.py 0cdde32fc6175969 unverified MIT (permissive)
Domain Adaptation for Object Detection via Style Consistency 22 Nov 2019 pb2377/Pytorch-Domain-Adaptation-via-Style-Consistency/styletransfer.py 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted MIT (permissive)
Photorealistic Style Transfer via Wavelet Transforms 23 Mar 2019 lixinghpu/SCCL/models/network.py df27553f9e6d94d7 ran · honoured contract fingerprinted no licence file found · pointer only
Arbitrary Style Transfer with Style-Attentional Networks 6 Dec 2018 sonnguyen129/SANet-pytorch/model/SANet.py 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted MIT (permissive)
Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization 20 Mar 2017 bethgelab/stylize-datasets/function.py abe85479c8ccd9a7 ran · our draft was wrong fingerprinted licence not identified · pointer only
arXiv:aaai_29232 Sooyyoungg/AesFA/networks.py 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted MIT (permissive)
arXiv:aaai_25117 cplusx/eps-Assign-and-Mix/function.py 38eaf8511dc7bc9c ran · fixture could not drive it 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 a7e8af4ef5efc131 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 a7e8af4ef5efc131 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 a7e8af4ef5efc131 unverified Apache-2.0 (permissive)
arXiv:Sun_Exploring_Effective_Data_for_Surrogate_Training_Towards_Black-Box_Attack_CVPR_2022_paper xuxiangsun/ST-Data/models/generators/generator_zoo.py 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted MIT (permissive)
arXiv:Kwon_CLIPstyler_Image_Style_Transfer_With_a_Single_Text_Condition_CVPR_2022_paper cyclomon/CLIPstyler/function.py 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted MIT (permissive)
arXiv:Guo_Painting_From_Part_ICCV_2021_paper zhenglab/partpainting/src/model/networks.py acacfc2ba36556eb unverified MIT (permissive)
arXiv:Gu_LoFGAN_Fusing_Local_Representations_for_Few-Shot_Image_Generation_ICCV_2021_paper edward3862/LoFGAN-pytorch/networks/loss.py 38eaf8511dc7bc9c ran · fixture could not drive it fingerprinted MIT (permissive)
arXiv:Chen_Learning_Triangular_Distribution_in_Visual_World_CVPR_2024_paper redcping/TDT/tdt.py fd03578db8df72ce unverified MIT (permissive)
arXiv:136850478 leo-gb/UMA/ccs_training/models/function.py 38eaf8511dc7bc9c ran · fixture could not drive it 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".

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