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tensor2img

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

tensor2img appears in the code Syntology harvested for 35 papers, as 23 distinct code bodies found in 35 places (a place is one code body under one paper). At least one of them ran in 19 of the papers; 0 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 tensor2img 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 11 of the 23 distinct code bodies named tensor2img; 12 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
1ran · fixture could not drive it
10ran
12unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 9 of the 35 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

35 papers shown of 35, newest first; 35 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; 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
UniDB: A Unified Diffusion Bridge Framework via Stochastic Optimal Control 9 Feb 2025 unidb-soc/unidb/UniDB-GOU/utils/img_utils.py 1b40b4f3f0ea0b6e unverified MIT (permissive)
FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image Restoration 2 Dec 2024 House-Leo/FoundIR/src/model.py ac6cfb6f7e2c39d2 unverified MIT (permissive)
Unveiling Advanced Frequency Disentanglement Paradigm for Low-Light Image Enhancement 3 Sep 2024 redrock303/ADF-LLIE/utils/common.py 3090289d74b714fe ran no licence file found · pointer only
RealViformer: Investigating Attention for Real-World Video Super-Resolution 19 Jul 2024 yuehan717/realviformer/img_util.py 6d6227e782335df3 ran MIT (permissive)
Denoising as Adaptation: Noise-Space Domain Adaptation for Image Restoration 26 Jun 2024 kangliao929/noise-da/core/util.py f6bbbcfb2db7dfbc ran licence not identified · pointer only
Binarized Low-light Raw Video Enhancement 29 Mar 2024 ying-fu/BRVE/mmedit/core/misc.py 6ee7de895bac5b2d ran MIT (permissive)
Learning A Physical-aware Diffusion Model Based on Transformer for Underwater Image Enhancement 3 Mar 2024 chenydong/pa-diff/core/metrics.py 34c878feb7966d4c ran Apache-2.0 (permissive)
Efficient Image Deblurring Networks based on Diffusion Models 11 Jan 2024 bnm6900030/swintormer/print_loss.py 0dbb3b3557dc64a6 ran no licence file found · pointer only
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring 29 Dec 2023 thqiu0419/mlwnet/basicsr/metrics/psnr_ssim.py 389a0febc9bbc815 ran licence not identified · pointer only
Multi-scale Reconstruction of Turbulent Rotating Flows with Generative Diffusion Models 2023-12 (from id) smartturb/palette-turb/core/util.py 8aa242823600422d ran MIT (permissive)
StableVITON: Learning Semantic Correspondence with Latent Diffusion Model for Virtual Try-On 4 Dec 2023 rlawjdghek/stableviton/utils.py c42ff87e4ec6ca40 ran no licence file found · pointer only
DREAM: Diffusion Rectification and Estimation-Adaptive Models 30 Nov 2023 jinxinzhou/dream/sr3/core/metrics.py 34c878feb7966d4c ran no licence file found · pointer only
Boosting Black-box Attack to Deep Neural Networks with Conditional Diffusion Models 11 Oct 2023 ryliu68/CDMA/core/util.py 8aa242823600422d ran MIT (permissive)
SEAL: A Framework for Systematic Evaluation of Real-World Super-Resolution 6 Sep 2023 xpixelgroup/seal/seal/utils/img_util.py 6d6227e782335df3 ran no licence file found · pointer only
DiffCR: A Fast Conditional Diffusion Framework for Cloud Removal from Optical Satellite Images 8 Aug 2023 xavierjiezou/diffcr/core/util.py 5f41e21e2d6d8972 ran no licence file found · pointer only
Waving Goodbye to Low-Res: A Diffusion-Wavelet Approach for Image Super-Resolution 4 Apr 2023 brian-moser/diwa/core/metrics.py 34c878feb7966d4c ran Apache-2.0 (permissive)
Video Dehazing via a Multi-Range Temporal Alignment Network with Physical Prior 17 Mar 2023 jiaqixuac/MAP-Net/mmedit/core/misc.py dcecea617ace8bea unverified MIT (permissive)
DytanVO: Joint Refinement of Visual Odometry and Motion Segmentation in Dynamic Environments 17 Sep 2022 geniussh/dytanvo/Datasets/utils.py 88f43b983cf1477b unverified BSD-3-Clause (permissive)
Spatial-then-Temporal Self-Supervised Learning for Video Correspondence 16 Sep 2022 qianduoduolr/Spa-then-Temp/vcl/core/misc.py 828da151bdfbb726 unverified MIT (permissive)
AT-DDPM: Restoring Faces degraded by Atmospheric Turbulence using Denoising Diffusion Probabilistic Models 24 Aug 2022 nithin-gk/at-ddpm/core/metrics.py 34c878feb7966d4c ran Apache-2.0 (permissive)
Learning Spatiotemporal Frequency-Transformer for Compressed Video Super-Resolution 5 Aug 2022 researchmm/FTVSR/mmedit/core/misc.py 828da151bdfbb726 unverified MIT (permissive)
DDPM-CD: Denoising Diffusion Probabilistic Models as Feature Extractors for Change Detection 23 Jun 2022 wgcban/ddpm-cd/core/metrics.py 34c878feb7966d4c ran MIT (permissive)
Learning Trajectory-Aware Transformer for Video Super-Resolution 8 Apr 2022 researchmm/TTVSR/mmedit/core/misc.py 828da151bdfbb726 unverified MIT (permissive)
The effectiveness of feature attribution methods and its correlation with automatic evaluation scores 31 May 2021 anguyen8/effectiveness-attribution-maps/src/utils.py 93f0d173d4ec999e unverified MIT (permissive)
MinkLoc++: Lidar and Monocular Image Fusion for Place Recognition 12 Apr 2021 jac99/MinkLocMultimodal/datasets/augmentation.py ffc92c5bb8278ff1 unverified MIT (permissive)
Rethinking the Backdoor Attacks' Triggers: A Frequency Perspective 7 Apr 2021 YiZeng623/frequency-backdoor/Sec5_Smooth_Trigger/gauss_smooth.py 632b7b52eee34480 unverified MIT (permissive)
TartanVO: A Generalizable Learning-based VO 31 Oct 2020 castacks/tartanvo/Datasets/utils.py 88f43b983cf1477b unverified BSD-3-Clause (permissive)
A Self-supervised Approach for Adversarial Robustness 8 Jun 2020 mshane911/NRP/utils.py ce86475983f046ab unverified MIT (permissive)
Efficient Semantic Video Segmentation with Per-frame Inference 26 Feb 2020 irfanICMLL/ETC-Real-time-Per-frame-Semantic-video-segmentation/tool/eval_tc.py 2046c8aa8a4f99a0 ran · fixture could not drive it no licence file found · pointer only
Positional Normalization 9 Jul 2019 Boyiliee/PONO/pytorch-DRIT-PONO-MS/src/saver.py 2b790bb56bc080e6 unverified MIT (permissive)
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks 7 May 2019 zhusiling/EDVR/codes/utils/util.py 1b40b4f3f0ea0b6e unverified Apache-2.0 (permissive)
arXiv:openreview_AAWlum38oE 1202kbs/AYT/src/ayt/utils.py 6d2996e31d53b20c unverified MIT (permissive)
arXiv:aaai_28199 YoferChen/FedST/core/util.py 8aa242823600422d ran Apache-2.0 (permissive)
arXiv:Xie_Diffusion-based_Event_Generation_for_High-Quality_Image_Deblurring_CVPR_2025_paper XinanXie/EGDeblurring/core/metrics.py 34c878feb7966d4c ran Apache-2.0 (permissive)
arXiv:136670327 stefanLeong/S2CRNet/utils/imgUtils.py f87ac6a63023d327 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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