to_3d
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:
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.
| Paper | Date | File | Status Syntology | Licence |
|---|---|---|---|---|
| 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".
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