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to_4d

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

to_4d appears in the code Syntology harvested for 69 papers, as 7 distinct code bodies found in 69 places (a place is one code body under one paper). At least one of them ran in 66 of the papers; 1 of the code bodies carries 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 to_4d 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 4 of the 7 distinct code bodies named to_4d; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
3ran · fixture could not drive it
0ran
3unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 36 of the 69 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

69 papers shown of 69, newest first; 69 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; 9 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
RoES: Rotational Equivariant Selective-frequency Fusion for Multimodal Images added by Syntology 2026-09 (from id) BryceLosky/RoES-Fusion/models/modules/restormer.py b20f2a5df739a59e ran · fixture could not drive it MPL-2.0 (copyleft) · pointer only
EvReflection: Event-Driven Micro-Dynamics for Reflection Removal added by Syntology 2026-08 (from id) JiaxiaoWang/EvReflection/models/attn_util.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
TexEditor: Structure-Preserving Text-Driven Texture Editing added by Syntology 2026-03 (from id) KlingAIResearch/TexEditor/model/sauge_vitb.py b20f2a5df739a59e ran · fixture could not drive it Apache-2.0 (permissive)
Global Regulation and Excitation via Attention Tuning for Stereo Matching added by Syntology 2025-09 (from id) JarvisLee0423/GREAT-Stereo/models/great_stereo/transformers.py e86e697a628c0575 ran · fixture could not drive it Apache-2.0 (permissive)
Reviving Cultural Heritage: A Novel Approach for Comprehensive Historical Document Restoration 7 Jul 2025 SCUT-DLVCLab/AutoHDR/models/attention.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
EAMamba: Efficient All-Around Vision State Space Model for Image Restoration 27 Jun 2025 daidaijr/EAMamba/models/eamamba.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
arXiv:2506.21866 2025-06 (from id) CSYSI/DPU-Former/DPU-Former_25_IJCAI/lib/decoder.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
Tensor-Var: Variational Data Assimilation in Tensor Product Feature Space 23 Jan 2025 yyimingucl/TensorVar/model/ERA5_model/transformer.py b20f2a5df739a59e ran · fixture could not drive it MIT (permissive)
FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image Restoration 2 Dec 2024 House-Leo/FoundIR/specialist_model/basicsr/archs/Restormer_arch.py b20f2a5df739a59e ran · fixture could not drive it MIT (permissive)
PromptHSI: Universal Hyperspectral Image Restoration with Vision-Language Modulated Frequency Adaptation 24 Nov 2024 chingheng0808/PromptHSI/utils/modules.py b20f2a5df739a59e ran · fixture could not drive it MIT (permissive)
Test-Time Dynamic Image Fusion 5 Nov 2024 Yinan-Xia/TTD/net.py b20f2a5df739a59e ran · fixture could not drive it Apache-2.0 (permissive)
Frequency-Spatial Entanglement Learning for Camouflaged Object Detection 3 Sep 2024 CSYSI/FSEL/FSEL_ECCV_2024/lib/FSEL_modules.py b20f2a5df739a59e ran · fixture could not drive it MIT (permissive)
Rethinking Video Deblurring with Wavelet-Aware Dynamic Transformer and Diffusion Model 24 Aug 2024 chen-rao/vd-diff/basicsr/archs/ChanDynamic_GMLP.py b20f2a5df739a59e ran · fixture could not drive it MIT (permissive)
Learning A Low-Level Vision Generalist via Visual Task Prompt 16 Aug 2024 chxy95/genlv/conference_version/models_xrestormer_prompt_crossattn_wores.py b20f2a5df739a59e ran · fixture could not drive it Apache-2.0 (permissive)
Unsupervised Variational Translator for Bridging Image Restoration and High-Level Vision Tasks 15 Aug 2024 fire-friend/vat/VaTrainer/network.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
HAIR: Hypernetworks-based All-in-One Image Restoration 15 Aug 2024 toummHus/HAIR/net/HAIR.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse Problems 23 Jul 2024 kdhRick2222/Exposure-slot/network_level2.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
RealViformer: Investigating Attention for Real-World Video Super-Resolution 19 Jul 2024 yuehan717/realviformer/archs/realviformer_arch.py b20f2a5df739a59e ran · fixture could not drive it MIT (permissive)
OneRestore: A Universal Restoration Framework for Composite Degradation 5 Jul 2024 identical code first harvested elsewhere 31052f33cc443e68 ran · fixture could not drive it licence of this copy not recorded
MFDNet: Multi-Frequency Deflare Network for Efficient Nighttime Flare Removal 26 Jun 2024 Jiang-maomao/flare-removal/models/model.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
Improving robustness to corruptions with multiplicative weight perturbations 24 Jun 2024 trungtrinh44/damp/randaugment/augment.py bd1c72a9d8556505 ran · honoured contract fingerprinted no licence file found · pointer only
All-In-One Medical Image Restoration via Task-Adaptive Routing 30 May 2024 yaziwel/all-in-one-medical-image-restoration-via-task-adaptive-routing/model/Model_AMIR.py b20f2a5df739a59e ran · fixture could not drive it Apache-2.0 (permissive)
Efficient Visual State Space Model for Image Deblurring 23 May 2024 kkkls/evssm/basicsr/models/archs/EVSSM_arch.py 31052f33cc443e68 ran · fixture could not drive it MIT (permissive)
Retinexmamba: Retinex-based Mamba for Low-light Image Enhancement 6 May 2024 YhuoyuH/RetinexMamba/basicsr/models/archs/IFA_arch.py b20f2a5df739a59e ran · fixture could not drive it MIT (permissive)
CFMW: Cross-modality Fusion Mamba for Multispectral Object Detection under Adverse Weather Conditions 25 Apr 2024 lhy-zjut/cfmw/vim/mamba_module.py b20f2a5df739a59e ran · fixture could not drive it AGPL-3.0 (copyleft) · pointer only
MambaDFuse: A Mamba-based Dual-phase Model for Multi-modality Image Fusion 12 Apr 2024 identical code first harvested elsewhere b20f2a5df739a59e ran · fixture could not drive it licence of this copy not recorded
Rethinking Diffusion Model for Multi-Contrast MRI Super-Resolution 7 Apr 2024 guangyuankk/diffmsr/DiffMSR_Main/archs/CATL.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
Dynamic Pre-training: Towards Efficient and Scalable All-in-One Image Restoration 2 Apr 2024 akshaydudhane16/dynet/net/DyNet_large.py b20f2a5df739a59e ran · fixture could not drive it MIT (permissive)
Bidirectional Multi-Scale Implicit Neural Representations for Image Deraining 2 Apr 2024 cschenxiang/nerd-rain/model.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
Text-IF: Leveraging Semantic Text Guidance for Degradation-Aware and Interactive Image Fusion 25 Mar 2024 xunpengyi/text-if/model/Text_IF_model.py b20f2a5df739a59e ran · fixture could not drive it MIT (permissive)
AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation 21 Mar 2024 c-yn/adair/net/model.py b20f2a5df739a59e ran · fixture could not drive it MIT (permissive)
Hybrid Convolutional and Attention Network for Hyperspectral Image Denoising 15 Mar 2024 summitgao/hcanet/HCANet.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
Activating Wider Areas in Image Super-Resolution 13 Mar 2024 arsenalcheng/mma/basicsr/archs/mlpmixer_util.py b20f2a5df739a59e ran · fixture could not drive it Apache-2.0 (permissive)
NiteDR: Nighttime Image De-Raining with Cross-View Sensor Cooperative Learning for Dynamic Driving Scenes 28 Feb 2024 identical code first harvested elsewhere b20f2a5df739a59e ran · fixture could not drive it licence of this copy not recorded
Pan-Mamba: Effective pan-sharpening with State Space Model 19 Feb 2024 alexhe101/pan-mamba/pan-sharpening/model/mamba_module.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
SCTransNet: Spatial-channel Cross Transformer Network for Infrared Small Target Detection 28 Jan 2024 xdfai/sctransnet/model/SCTransNet.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
Efficient Image Deblurring Networks based on Diffusion Models 11 Jan 2024 bnm6900030/swintormer/basicsr/archs/Swintormer_arch.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
Towards Real-World Blind Face Restoration with Generative Diffusion Prior 25 Dec 2023 chenxx89/bfrffusion/models/transformerBlock.py b20f2a5df739a59e ran · fixture could not drive it MIT (permissive)
Prompt-In-Prompt Learning for Universal Image Restoration 8 Dec 2023 longzilicart/pip_universal/src/net/PIP_utils.py b20f2a5df739a59e ran · fixture could not drive it MIT (permissive)
Reti-Diff: Illumination Degradation Image Restoration with Retinex-based Latent Diffusion Model 20 Nov 2023 chunminghe/reti-diff/Reti-Diff/archs/S1_arch.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
Deep Equilibrium Diffusion Restoration with Parallel Sampling 20 Nov 2023 caojiezhang/deqir/models/restormer_arch.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
Neural Degradation Representation Learning for All-In-One Image Restoration 19 Oct 2023 mdyao/NDR-Restore/models/modules/NDR.py b20f2a5df739a59e ran · fixture could not drive it MIT (permissive)
A Comparative Study of Image Restoration Networks for General Backbone Network Design 18 Oct 2023 andrew0613/x-restormer/xrestormer/archs/restormer_base_arch.py b20f2a5df739a59e ran · fixture could not drive it MIT (permissive)
Self-Supervised High Dynamic Range Imaging with Multi-Exposure Images in Dynamic Scenes 3 Oct 2023 cszhilu1998/SelfHDR/models/sctnet.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
MB-TaylorFormer: Multi-branch Efficient Transformer Expanded by Taylor Formula for Image Dehazing 27 Aug 2023 fvl2020/iccv-2023-mb-taylorformer/basicsr/models/archs/MB_TaylorFormer.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
Synergistic Multiscale Detail Refinement via Intrinsic Supervision for Underwater Image Enhancement 23 Aug 2023 zhoujingchun03/smdr-is/model/encoder_list.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
Pixel Adaptive Deep Unfolding Transformer for Hyperspectral Image Reconstruction 21 Aug 2023 myuli/padut/real/test_code/architecture/padut.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
Taylorformer: Probabilistic Modelling for Random Processes including Time Series 30 May 2023 identical code first harvested elsewhere b20f2a5df739a59e ran · fixture could not drive it licence of this copy not recorded
GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather Conditions 29 May 2023 taowangzj/gridformer/basicsr/archs/GridFormer_arch.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
Hierarchical Integration Diffusion Model for Realistic Image Deblurring 22 May 2023 zhengchen1999/HI-Diff/hi_diff/archs/Transformer_arch.py b20f2a5df739a59e ran · fixture could not drive it Apache-2.0 (permissive)
Equivariant Multi-Modality Image Fusion 19 May 2023 identical code first harvested elsewhere b20f2a5df739a59e ran · fixture could not drive it licence of this copy not recorded
LG-BPN: Local and Global Blind-Patch Network for Self-Supervised Real-World Denoising 2 Apr 2023 identical code first harvested elsewhere b20f2a5df739a59e ran · fixture could not drive it licence of this copy not recorded
Xformer: Hybrid X-Shaped Transformer for Image Denoising 11 Mar 2023 gladzhang/Xformer/basicsr/models/archs/Xformer_arch.py b20f2a5df739a59e ran · fixture could not drive it no licence file found · pointer only
Ultra-High-Definition Low-Light Image Enhancement: A Benchmark and Transformer-Based Method 22 Dec 2022 identical code first harvested elsewhere b20f2a5df739a59e ran · fixture could not drive it licence of this copy not recorded
CDDFuse: Correlation-Driven Dual-Branch Feature Decomposition for Multi-Modality Image Fusion 26 Nov 2022 identical code first harvested elsewhere b20f2a5df739a59e ran · fixture could not drive it licence of this copy not recorded
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring 22 Nov 2022 identical code first harvested elsewhere b20f2a5df739a59e ran · fixture could not drive it licence of this copy not recorded
Restormer: Efficient Transformer for High-Resolution Image Restoration 18 Nov 2021 identical code first harvested elsewhere b20f2a5df739a59e ran · fixture could not drive it licence of this copy not recorded
Gradient Centralization: A New Optimization Technique for Deep Neural Networks 3 Apr 2020 HamadYA/GhostFaceNets/augment.py bd1c72a9d8556505 ran · honoured contract fingerprinted MIT (permissive)
Learning Enriched Features for Real Image Restoration and Enhancement 15 Mar 2020 identical code first harvested elsewhere b20f2a5df739a59e ran · fixture could not drive it licence of this copy not recorded
Self-training with Noisy Student improves ImageNet classification 11 Nov 2019 leondgarse/Keras_efficientnet_v2_test/keras_efficientnet_v2/augment.py bd1c72a9d8556505 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Harmonic Networks: Deep Translation and Rotation Equivariance 14 Dec 2016 deworrall92/harmonicConvolutions/BSD500/BSD_model.py 31167f7af878ba77 unverified MIT (permissive)
arXiv:openreview_eDlsO4kFaX KiiSooo/CODiff/model/net.py b4487a4c12288318 unverified MIT (permissive)
arXiv:aaai_28342 VUT-HFUT/EulerMormer/models/magnet.py b20f2a5df739a59e ran · fixture could not drive it MIT (permissive)
arXiv:aaai_28193 CXH-Research/DeVigNet/models/blocks.py ad4674d96bb6fcef unverified MIT (permissive)
arXiv:aaai_27923 Jiahuiqu/M2DTN/model.py b20f2a5df739a59e ran · fixture could not drive it MIT (permissive)
arXiv:aaai_25369 nana01219/GeoDSR/models/GASA.py b20f2a5df739a59e ran · fixture could not drive it MIT (permissive)
arXiv:Zamir_Restormer_Efficient_Transformer_for_High-Resolution_Image_Restoration_CVPR_2022_paper swz30/Restormer/basicsr/models/archs/restormer_arch.py b20f2a5df739a59e ran · fixture could not drive it MIT (permissive)
arXiv:Xie_Diffusion-based_Event_Generation_for_High-Quality_Image_Deblurring_CVPR_2025_paper XinanXie/EGDeblurring/deblur_model.py b20f2a5df739a59e ran · fixture could not drive it Apache-2.0 (permissive)
arXiv:Kong_Efficient_Frequency_Domain-Based_Transformers_for_High-Quality_Image_Deblurring_CVPR_2023_paper kkkls/FFTformer/basicsr/models/archs/fftformer_arch.py b20f2a5df739a59e ran · fixture could not drive it 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