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to_3d

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

to_3d appears in the code Syntology harvested for 66 papers, as 5 distinct code bodies found in 66 places (a place is one code body under one paper). At least one of them ran in 64 of the papers; 3 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 to_3d 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 3 of the 5 distinct code bodies named to_3d; 2 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 35 of the 66 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

66 papers shown of 66, newest first; 66 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 b8e5823a1cd4815b ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Reviving Cultural Heritage: A Novel Approach for Comprehensive Historical Document Restoration 7 Jul 2025 SCUT-DLVCLab/AutoHDR/models/attention.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted no licence file found · pointer only
arXiv:2506.21866 2025-06 (from id) CSYSI/DPU-Former/DPU-Former_25_IJCAI/lib/decoder.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted MIT (permissive)
PromptHSI: Universal Hyperspectral Image Restoration with Vision-Language Modulated Frequency Adaptation 24 Nov 2024 chingheng0808/PromptHSI/utils/modules.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted MIT (permissive)
Test-Time Dynamic Image Fusion 5 Nov 2024 Yinan-Xia/TTD/net.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Frequency-Spatial Entanglement Learning for Camouflaged Object Detection 3 Sep 2024 CSYSI/FSEL/FSEL_ECCV_2024/lib/FSEL_modules.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted no licence file found · pointer only
HAIR: Hypernetworks-based All-in-One Image Restoration 15 Aug 2024 toummHus/HAIR/net/HAIR.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted no licence file found · pointer only
RealViformer: Investigating Attention for Real-World Video Super-Resolution 19 Jul 2024 yuehan717/realviformer/archs/realviformer_arch.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted MIT (permissive)
OneRestore: A Universal Restoration Framework for Composite Degradation 5 Jul 2024 identical code first harvested elsewhere 6485826a37203bb8 ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Efficient Visual State Space Model for Image Deblurring 23 May 2024 kkkls/evssm/basicsr/models/archs/EVSSM_arch.py 6485826a37203bb8 ran · fixture could not drive it fingerprinted MIT (permissive)
Retinexmamba: Retinex-based Mamba for Low-light Image Enhancement 6 May 2024 YhuoyuH/RetinexMamba/basicsr/models/archs/IFA_arch.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted MIT (permissive)
Bidirectional Multi-Scale Implicit Neural Representations for Image Deraining 2 Apr 2024 cschenxiang/nerd-rain/model.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted MIT (permissive)
AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation 21 Mar 2024 c-yn/adair/net/model.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted MIT (permissive)
Hybrid Convolutional and Attention Network for Hyperspectral Image Denoising 15 Mar 2024 summitgao/hcanet/HCANet.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted no licence file found · pointer only
Activating Wider Areas in Image Super-Resolution 13 Mar 2024 arsenalcheng/mma/basicsr/archs/mlpmixer_util.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
A Unified Framework for Microscopy Defocus Deblur with Multi-Pyramid Transformer and Contrastive Learning 5 Mar 2024 PieceZhang/MPT-CataBlur/models/MPT.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted no licence file found · pointer only
Efficient Image Deblurring Networks based on Diffusion Models 11 Jan 2024 bnm6900030/swintormer/basicsr/archs/Swintormer_arch.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted no licence file found · pointer only
Towards Real-World Blind Face Restoration with Generative Diffusion Prior 25 Dec 2023 chenxx89/bfrffusion/models/transformerBlock.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted MIT (permissive)
Prompt-In-Prompt Learning for Universal Image Restoration 8 Dec 2023 longzilicart/pip_universal/src/net/PIP_utils.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted no licence file found · pointer only
Deep Equilibrium Diffusion Restoration with Parallel Sampling 20 Nov 2023 caojiezhang/deqir/models/restormer_arch.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted MIT (permissive)
Self-Supervised High Dynamic Range Imaging with Multi-Exposure Images in Dynamic Scenes 3 Oct 2023 cszhilu1998/SelfHDR/models/sctnet.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted no licence file found · pointer only
Taylorformer: Probabilistic Modelling for Random Processes including Time Series 30 May 2023 identical code first harvested elsewhere 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Equivariant Multi-Modality Image Fusion 19 May 2023 identical code first harvested elsewhere 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted licence of this copy not recorded
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring 22 Nov 2022 identical code first harvested elsewhere 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted licence of this copy not recorded
Restormer: Efficient Transformer for High-Resolution Image Restoration 18 Nov 2021 identical code first harvested elsewhere 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted licence of this copy not recorded
Learning Enriched Features for Real Image Restoration and Enhancement 15 Mar 2020 identical code first harvested elsewhere 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted licence of this copy not recorded
arXiv:openreview_eDlsO4kFaX KiiSooo/CODiff/model/net.py 18253af639f984b0 unverified MIT (permissive)
arXiv:aaai_28342 VUT-HFUT/EulerMormer/models/magnet.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted MIT (permissive)
arXiv:aaai_28193 CXH-Research/DeVigNet/models/blocks.py 0ef3a6a93a148b32 unverified MIT (permissive)
arXiv:aaai_27923 Jiahuiqu/M2DTN/model.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted MIT (permissive)
arXiv:aaai_25369 nana01219/GeoDSR/models/GASA.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted MIT (permissive)
arXiv:Zamir_Restormer_Efficient_Transformer_for_High-Resolution_Image_Restoration_CVPR_2022_paper swz30/Restormer/basicsr/models/archs/restormer_arch.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted MIT (permissive)
arXiv:Xie_Diffusion-based_Event_Generation_for_High-Quality_Image_Deblurring_CVPR_2025_paper XinanXie/EGDeblurring/deblur_model.py 82a15cc1e46f7e4d ran · fixture could not drive it fingerprinted 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 82a15cc1e46f7e4d 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".

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