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psnr

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

psnr appears in the code Syntology harvested for 88 papers, as 68 distinct code bodies found in 94 places (a place is one code body under one paper). At least one of them ran in 27 of the papers; 15 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 psnr 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 21 of the 68 distinct code bodies named psnr; 47 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

7ran · honoured contract
2ran · violated contract
0ran · our draft was wrong
1ran · fixture could not drive it
11ran
47unverified
15fingerprinted

Licence is a property of each copy, so it is counted per place: 27 of the 94 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

88 papers shown of 88, newest first; 94 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 4 papers added by Syntology; 4 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
Information-Theoretic Optimization for Task-Adapted Compressed Sensing Magnetic Resonance Imaging added by Syntology 2026-04 (from id) tianweiy/SeqMRI/activemri/baselines/loupe_codes/evaluate.py 4a7be730747edfe9 unverified MIT (permissive)
ARES: Scalable and Practical Gradient Inversion Attack in Federated Learning through Activation Recovery added by Syntology 2026-03 (from id) gaow0007/ATSPrivacy/inversefed/metrics.py 5ef2f520281c0bdf unverified MIT (permissive)
FedKDX: Federated Learning with Negative Knowledge Distillation for Enhanced Healthcare AI Systems added by Syntology 2026-01 (from id) phamdinhdat-ai/Fed_2024/system/flcore/servers/serverkdx.py 4946a7bb15ea5717 ran · honoured contract fingerprinted no licence file found · pointer only
GSFixer: Improving 3D Gaussian Splatting with Reference-Guided Video Diffusion Priors added by Syntology 13 Aug 2025 GVCLab/GSFixer/Reconstruction/gsfixer/cogvideo/image_utils.py c10ce69ac48a8f3b unverified no licence file found · pointer only
PCEvolve: Private Contrastive Evolution for Synthetic Dataset Generation via Few-Shot Private Data and Generative APIs 2025-06 (from id) TsingZ0/PCEvolve/algo/client/ClientBase.py 417018913135e19a ran · honoured contract fingerprinted Apache-2.0 (permissive)
GS-LiDAR: Generating Realistic LiDAR Point Clouds with Panoramic Gaussian Splatting 22 Jan 2025 fudan-zvg/gs-lidar/utils/loss_utils.py 52847426a3ea775e unverified MIT (permissive)
How Breakable Is Privacy: Probing and Resisting Model Inversion Attacks in Collaborative Inference 2025-01 (from id) SiftFunnel/SiftFunnel/train_inversion.py 133fad3eb5762282 unverified MIT (permissive)
Attentive Eraser: Unleashing Diffusion Model's Object Removal Potential via Self-Attention Redirection Guidance 17 Dec 2024 anonym0u3/attentiveeraser/evaluation/lpips.py e844cf206c6621e3 unverified Apache-2.0 (permissive)
Deblur4DGS: 4D Gaussian Splatting from Blurry Monocular Video 9 Dec 2024 zcsrenlongz/deblur4dgs/run_compute_metrics.py 81255d035db937b0 unverified no licence file found · pointer only
PromptHSI: Universal Hyperspectral Image Restoration with Vision-Language Modulated Frequency Adaptation 24 Nov 2024 chingheng0808/PromptHSI/utils/metrics.py 5b0fc298fac4aa73 unverified MIT (permissive)
GSurf: 3D Reconstruction via Signed Distance Fields with Direct Gaussian Supervision 24 Nov 2024 xubaixinxbx/gsurf/utils/image_utils.py c10ce69ac48a8f3b unverified no licence file found · pointer only
DeSiRe-GS: 4D Street Gaussians for Static-Dynamic Decomposition and Surface Reconstruction for Urban Driving Scenes 18 Nov 2024 chengweialan/desire-gs/utils/loss_utils.py 52847426a3ea775e unverified no licence file found · pointer only
LuSh-NeRF: Lighting up and Sharpening NeRFs for Low-light Scenes 11 Nov 2024 quzefan/LuSh-NeRF/lpips/lpips.py e844cf206c6621e3 unverified MIT (permissive)
SplatFormer: Point Transformer for Robust 3D Gaussian Splatting 10 Nov 2024 ChenYutongTHU/SplatFormer/utils/metrics.py a52be3d2bf850199 unverified no licence file found · pointer only
pcaGAN: Improving Posterior-Sampling cGANs via Principal Component Regularization 1 Nov 2024 matt-bendel/pcaGAN/evaluation_scripts/metrics.py 30d9fd180c8844c0 unverified no licence file found · pointer only
pcaGAN: Improving Posterior-Sampling cGANs via Principal Component Regularization 1 Nov 2024 matt-bendel/pcaGAN/fastmri/evaluate.py a5aea34fda95c21b unverified no licence file found · pointer only
CausalDiff: Causality-Inspired Disentanglement via Diffusion Model for Adversarial Defense 30 Oct 2024 TMLResearchGroup-CAS/CausalDiff/metrics.py 79dd7b45925d286c unverified MIT (permissive)
MotionGS: Exploring Explicit Motion Guidance for Deformable 3D Gaussian Splatting 10 Oct 2024 RuijieZhu94/MotionGS/render.py cc89cab6710bdf31 ran · fixture could not drive it MIT (permissive)
Denoising as Adaptation: Noise-Space Domain Adaptation for Image Restoration 26 Jun 2024 kangliao929/noise-da/models/metric.py 095495f59dcb8431 ran licence not identified · pointer only
ReLUs Are Sufficient for Learning Implicit Neural Representations 4 Jun 2024 joeshenouda/relu-inrs/modules/utils.py 8fe08ad12dc74655 ran fingerprinted no licence file found · pointer only
How to Trace Latent Generative Model Generated Images without Artificial Watermark? 22 May 2024 ZhentingWang/LatentTracer/inference_utils.py a2b34ca3b238663f unverified no licence file found · pointer only
Neural Graph Map: Dense Mapping with Efficient Loop Closure Integration 6 May 2024 kth-rpl/neural_graph_mapping/src/neural_graph_mapping/evaluation.py 1f49114640bf9b77 ran MIT (permissive)
Learn What You Want to Unlearn: Unlearning Inversion Attacks against Machine Unlearning 2024-04 (from id) tasi-lab/unlearning-inversion-attacks/recovery/metrics.py 5ef2f520281c0bdf unverified no licence file found · pointer only
CG-SLAM: Efficient Dense RGB-D SLAM in a Consistent Uncertainty-aware 3D Gaussian Field 24 Mar 2024 hjr37/CG-SLAM/gaussian_utils/image_utils.py c10ce69ac48a8f3b unverified Apache-2.0 (permissive)
BAGS: Blur Agnostic Gaussian Splatting through Multi-Scale Kernel Modeling 7 Mar 2024 snldmt/bags/lpips/lpips.py e844cf206c6621e3 unverified Apache-2.0 (permissive)
Listening to the Noise: Blind Denoising with Gibbs Diffusion 29 Feb 2024 rubenohana/gibbs-diffusion/gdiff/utils.py 1efb4eeff09cff0c ran no licence file found · pointer only
Adaptive Convolutional Neural Network for Image Super-resolution 24 Feb 2024 hellloxiaotian/adsrnet/HDSRNet/PSNR.py 88b5e0ba332f376c ran fingerprinted no licence file found · pointer only
Privacy Attacks in Decentralized Learning 15 Feb 2024 AbdellahElmrini/decAttack/src/metrics.py f71cd7e218644202 ran no licence file found · pointer only
Plug-and-Play image restoration with Stochastic deNOising REgularization 1 Feb 2024 marien-renaud/snore/GS_denoising/GS_utils.py 86e7e23304e2fac8 ran fingerprinted MIT (permissive)
Splatter Image: Ultra-Fast Single-View 3D Reconstruction 20 Dec 2023 szymanowiczs/splatter-image/utils/image_utils.py c10ce69ac48a8f3b unverified BSD-3-Clause (permissive)
TeTriRF: Temporal Tri-Plane Radiance Fields for Efficient Free-Viewpoint Video 10 Dec 2023 wuminye/tetrirf/tools/compression.py a4a11842f6dbb0f5 ran · violated contract fingerprinted licence not identified · pointer only
Eliminating Domain Bias for Federated Learning in Representation Space 25 Nov 2023 TsingZ0/DBE/system/utils/dlg.py 4946a7bb15ea5717 ran · honoured contract fingerprinted Apache-2.0 (permissive)
NeuRBF: A Neural Fields Representation with Adaptive Radial Basis Functions 27 Sep 2023 oppo-us-research/NeuRBF/util_metric.py 649c0abe13955c0c ran MIT (permissive)
Understanding Deep Gradient Leakage via Inversion Influence Functions 22 Sep 2023 illidanlab/inversion-influence-function/inversefed/metrics.py 5ef2f520281c0bdf unverified MIT (permissive)
Adapt and Diffuse: Sample-adaptive Reconstruction via Latent Diffusion Models 12 Sep 2023 z-fabian/flash-diffusion/data_utils/metrics.py f955b7c56a0215c9 ran fingerprinted no licence file found · pointer only
Pixel Adaptive Deep Unfolding Transformer for Hyperspectral Image Reconstruction 21 Aug 2023 myuli/padut/real/test_code/utils.py ef668407de8e4f52 ran fingerprinted no licence file found · pointer only
GIFD: A Generative Gradient Inversion Method with Feature Domain Optimization 9 Aug 2023 ffhibnese/GIFD/inversefed/metrics.py 5ef2f520281c0bdf unverified MIT (permissive)
Deep Physics-Guided Unrolling Generalization for Compressed Sensing 18 Jul 2023 guaishou74851/prl/utils.py b2897837bc6eed9f ran fingerprinted no licence file found · pointer only
Binarized Spectral Compressive Imaging 17 May 2023 caiyuanhao1998/BiSCI/real/test_code/utils.py ef668407de8e4f52 ran fingerprinted MIT (permissive)
Inversion by Direct Iteration: An Alternative to Denoising Diffusion for Image Restoration 20 Mar 2023 fpramunno/InDI-implementation/indi_diffusion.py 2d7675c4ac174488 ran · violated contract fingerprinted MIT (permissive)
Edge-guided Multi-domain RGB-to-TIR image Translation for Training Vision Tasks with Challenging Labels 30 Jan 2023 rpmsnu/srgb-tir/calculate_psnr.py cde9748013099410 unverified MIT (permissive)
BAD-NeRF: Bundle Adjusted Deblur Neural Radiance Fields 23 Nov 2022 WU-CVGL/BAD-NeRF/lpips/lpips.py e844cf206c6621e3 unverified MIT (permissive)
DP-NeRF: Deblurred Neural Radiance Field with Physical Scene Priors 22 Nov 2022 dogyoonlee/dp-nerf/lpips/lpips.py e844cf206c6621e3 unverified MIT (permissive)
LATITUDE: Robotic Global Localization with Truncated Dynamic Low-pass Filter in City-scale NeRF 18 Sep 2022 jike5/LATITUDE/mega_nerf/metrics.py 03c2d8f719caf048 unverified MIT (permissive)
Flow-Guided Transformer for Video Inpainting 14 Aug 2022 hitachinsk/FGT/FGT/metrics/psnr.py 88b5e0ba332f376c ran fingerprinted MIT (permissive)
Rewriting Geometric Rules of a GAN 28 Jul 2022 peterwang512/ganwarping/lib/quality_assess.py af4bf9f37117d224 unverified MIT (permissive)
Adaptive Diffusion Priors for Accelerated MRI Reconstruction 12 Jul 2022 icon-lab/AdaDiff/inference_adadiff_singlecoil.py 11acb016906a3e9e ran · honoured contract fingerprinted no licence file found · pointer only
Decomposing NeRF for Editing via Feature Field Distillation 31 May 2022 kwea123/ngp_pl/metrics.py a9fc9719da0dea43 unverified MIT (permissive)
SinNeRF: Training Neural Radiance Fields on Complex Scenes from a Single Image 2 Apr 2022 VITA-Group/SinNeRF/metrics.py b5b388448f22219a unverified MIT (permissive)
DFNet: Enhance Absolute Pose Regression with Direct Feature Matching 1 Apr 2022 activevisionlab/dfnet/script/models/metrics.py b5b388448f22219a unverified MIT (permissive)
Reverse Engineering of Imperceptible Adversarial Image Perturbations 26 Mar 2022 yifanfanfanfan/reverse-engineering-of-imperceptible-adversarial-image-perturbations/Transform_Model.py 1d07ecebecc6c604 unverified MIT (permissive)
MISF: Multi-level Interactive Siamese Filtering for High-Fidelity Image Inpainting 12 Mar 2022 tsingqguo/misf/src/misf.py caabcc4a49fbf99a ran · honoured contract fingerprinted no licence file found · pointer only
MINER: Multiscale Implicit Neural Representations 7 Feb 2022 kwea123/MINER_pl/metrics.py 9dcc04e37b8ffe2b unverified MIT (permissive)
COIN++: Neural Compression Across Modalities 30 Jan 2022 emiliendupont/coinpp/baseline_audio.py 7f1bdc1f7fc1bb23 unverified MIT (permissive)
WPPNets and WPPFlows: The Power of Wasserstein Patch Priors for Superresolution 20 Jan 2022 fabianaltekrueger/wppnets/utils.py bda537cd37c4fa3d unverified MIT (permissive)
Mega-NeRF: Scalable Construction of Large-Scale NeRFs for Virtual Fly-Throughs 20 Dec 2021 cmusatyalab/mega-nerf/mega_nerf/metrics.py 03c2d8f719caf048 unverified MIT (permissive)
Learning Neural Light Fields with Ray-Space Embedding Networks 2 Dec 2021 facebookresearch/neural-light-fields/metrics.py 1818f59a8d63858c unverified MIT recorded; this copy not marked cleared · pointer only
Deblur-NeRF: Neural Radiance Fields from Blurry Images 29 Nov 2021 limacv/Deblur-NeRF/lpips/lpips.py e844cf206c6621e3 unverified MIT (permissive)
Gradient Step Denoiser for convergent Plug-and-Play 7 Oct 2021 samuro95/gspnp/GS_denoising/GS_utils.py 86e7e23304e2fac8 ran fingerprinted MIT (permissive)
Gradient-Leakage Resilient Federated Learning 2 Jul 2021 KaiyuanZh/censor/inversefed/metrics.py 5ef2f520281c0bdf unverified MIT (permissive)
HyperNeRF: A Higher-Dimensional Representation for Topologically Varying Neural Radiance Fields 24 Jun 2021 songrise/HyperNeRF-torch/metrics.py b5b388448f22219a unverified MIT (permissive)
FitVid: Overfitting in Pixel-Level Video Prediction 24 Jun 2021 google-research/fitvid/metrics.py f594dd5c8033f7ba unverified Apache-2.0 (permissive)
Fixed-Point and Objective Convergence of Plug-and-Play Algorithms 21 Apr 2021 pravin1390/ScaledPnP/pnp_fbs_superres.py 3c1cd4ef5aa47de2 ran · honoured contract fingerprinted no licence file found · pointer only
FedBN: Federated Learning on Non-IID Features via Local Batch Normalization 15 Feb 2021 TsingZ0/PFL-Non-IID/system/flcore/servers/serverbn.py 417018913135e19a ran · honoured contract fingerprinted Apache-2.0 (permissive)
Plug-and-Play Image Restoration with Deep Denoiser Prior 31 Aug 2020 HedgehogCode/deep-plug-and-play-prior/dppp/metrics.py 1fe398ceae86d475 unverified MIT (permissive)
Plug-and-Play Image Restoration with Deep Denoiser Prior 31 Aug 2020 HedgehogCode/denoising-gan/dngan/metrics.py 63c3e31a8d2ca736 unverified MIT (permissive)
Improved anomaly detection by training an autoencoder with skip connections on images corrupted with Stain-shaped noise 29 Aug 2020 anncollin/AnomalyDetection-Keras/utils/ROC.py 72e574159ddc79e9 unverified Apache-2.0 (permissive)
Neural Logic Reasoning 20 Aug 2020 lyqcom/nlr/src/tools.py 5237d8e6b413f645 unverified Apache-2.0 (permissive)
NeRF in the Wild: Neural Radiance Fields for Unconstrained Photo Collections 5 Aug 2020 kwea123/nerf_pl/metrics.py b5b388448f22219a unverified MIT (permissive)
End-to-end Interpretable Learning of Non-blind Image Deblurring 3 Jul 2020 teboli/CPCR/loss.py a2b2d1464b26b597 unverified MIT (permissive)
Learning Enriched Features for Real Image Restoration and Enhancement 15 Mar 2020 venkat2319/Mirnet/mirnet/utils.py b6b9b6c72f37dbc2 unverified Apache-2.0 (permissive)
Stochastic Latent Residual Video Prediction 21 Feb 2020 edouardelasalles/srvp/metrics/lpips/loss.py e844cf206c6621e3 unverified Apache-2.0 (permissive)
Learned Image Compression with Discretized Gaussian Mixture Likelihoods and Attention Modules 6 Jan 2020 LiuLei95/PyTorch-Learned-Image-Compression-with-GMM-and-Attention/metric.py 94c8354fe1b4c307 unverified Apache-2.0 (permissive)
Multi-level Wavelet Convolutional Neural Networks 6 Jul 2019 AureliePeng/Keras-WaveletTransform/utils.py 27f6754131929457 unverified MIT (permissive)
Robust and interpretable blind image denoising via bias-free convolutional neural networks 13 Jun 2019 LabForComputationalVision/bias_free_denoising/utils/metrics.py a8b0f48965372855 unverified MIT (permissive)
Learning Temporal Coherence via Self-Supervision for GAN-based Video Generation 23 Nov 2018 thunil/TecoGAN/metrics.py c3bb172480fc8386 unverified Apache-2.0 (permissive)
Deep Learning-Based Channel Estimation 13 Oct 2018 andrerclaudio/channel_estimation/models.py dd605c7dfd1db571 ran · honoured contract fingerprinted GPL-3.0 (copyleft) · pointer only
Wide Activation for Efficient and Accurate Image Super-Resolution 27 Aug 2018 SJHNJU/WDSR/psnr.py 5065f8eb4503235e unverified no licence file found · pointer only
Assessing Generative Models via Precision and Recall 31 May 2018 ok1zjf/lbae/image_utils.py 8cdf564a25c20149 unverified MIT (permissive)
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network 23 Mar 2018 nmhkahn/CARN-pytorch/carn/solver.py a6075b1ee888b774 unverified MIT (permissive)
End-to-end Optimized Image Compression 5 Nov 2016 liujiaheng/iclr_17_compression/metric.py 94c8354fe1b4c307 unverified MIT (permissive)
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network 16 Sep 2016 niazwazir/REAL_TIME_VIDEO_IMSR/PSNR.py 440d24ec30b09c77 unverified MIT (permissive)
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network 15 Sep 2016 teakkkz/imageSR/models.py f4eb7942f27c6efc ran · honoured contract fingerprinted no licence file found · pointer only
Accelerating the Super-Resolution Convolutional Neural Network 1 Aug 2016 MaxHolmberg96/Fast-super-resolution-by-CNN/fsrcnn.py df6069cdd75250cc unverified MIT (permissive)
Compression Artifacts Reduction by a Deep Convolutional Network 27 Apr 2015 vinayak19th/ARCNN-keras/fine_tune.py 9bf561b55d08adc6 unverified MIT (permissive)
Compression Artifacts Reduction by a Deep Convolutional Network 27 Apr 2015 vinayak19th/ARCNN-keras/infer.py 33b39f793307ff50 unverified MIT (permissive)
Image Super-Resolution Using Deep Convolutional Networks 31 Dec 2014 identical code first harvested elsewhere f4eb7942f27c6efc ran · honoured contract fingerprinted licence of this copy not recorded
Image Super-Resolution Using Deep Convolutional Networks 31 Dec 2014 TanakitInt/SRCNN-anime/image-quality-assessment.py 195b169a1df1528f unverified MIT (permissive)
Image Super-Resolution Using Deep Convolutional Networks 31 Dec 2014 TanakitInt/SRCNN-anime/loop.py e443f3b100057445 unverified MIT (permissive)
Image Super-Resolution Using Deep Convolutional Networks 31 Dec 2014 YeongHyeon/Super-Resolution_CNN-PyTorch/source/solver.py 1373f5a8b43c7588 unverified MIT (permissive)
arXiv:aaai_6706 ychfan/scn/common/metrics.py d0c4cba3a62c6348 unverified MIT (permissive)
arXiv:aaai_27923 Jiahuiqu/M2DTN/metrics_utils.py 02fd49664376745a unverified MIT (permissive)
arXiv:Sun_Soteria_Provable_Defense_Against_Privacy_Leakage_in_Federated_Learning_From_CVPR_2021_paper jeremy313/Soteria/GS_attack/inversefed/metrics.py 5ef2f520281c0bdf unverified MIT (permissive)
arXiv:Herbreteau_Self-Calibrated_Variance-Stabilizing_Transformations_for_Real-World_Image_Denoising_ICCV_2025_paper sherbret/Noise2VST/src/noise2vst/utilities/utilities.py d7d956834878f7a8 unverified 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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