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numpy_to_pil

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

numpy_to_pil appears in the code Syntology harvested for 37 papers, as 12 distinct code bodies found in 37 places (a place is one code body under one paper). At least one of them ran in 34 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 numpy_to_pil 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 9 of the 12 distinct code bodies named numpy_to_pil; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
3ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
5ran
3unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 24 of the 37 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

37 papers shown of 37, newest first; 37 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; 1 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
SHMT: Self-supervised Hierarchical Makeup Transfer via Latent Diffusion Models 15 Dec 2024 Snowfallingplum/SHMT/makeup_inference_model2.py 1e63d588563eb90a ran · violated contract no licence file found · pointer only
OFTSR: One-Step Flow for Image Super-Resolution with Tunable Fidelity-Realism Trade-offs 12 Dec 2024 yuanzhi-zhu/oftsr/fid.py 19892367876e0b4f unverified Apache-2.0 (permissive)
Learning Flow Fields in Attention for Controllable Person Image Generation 11 Dec 2024 franciszzj/leffa/leffa/pipeline.py de0de27c855054c4 unverified MIT (permissive)
Understanding Variational Autoencoders with Intrinsic Dimension and Information Imbalance 4 Nov 2024 bancaditalia/understanding-variational-autoencoders-with-intrinsic-dimension-and-information-imbalance/vae_framework/utils/analysing_utils.py 1fddcd2f74893296 unverified AGPL-3.0 (copyleft) · pointer only
Erasing Undesirable Concepts in Diffusion Models with Adversarial Preservation 21 Oct 2024 tuananhbui89/Erasing-Adversarial-Preservation/generate_images_ldm.py 1e63d588563eb90a ran · violated contract no licence file found · pointer only
Temporal Feature Matters: A Framework for Diffusion Model Quantization 28 Jul 2024 modeltc/tfmq-dm/txt2img.py 1e63d588563eb90a ran · violated contract Apache-2.0 (permissive)
Isometric Representation Learning for Disentangled Latent Space of Diffusion Models 16 Jul 2024 isno0907/isodiff/h_unet.py a3f07f0c1a9623c3 ran no licence file found · pointer only
Stable-Pose: Leveraging Transformers for Pose-Guided Text-to-Image Generation 4 Jun 2024 ai-med/StablePose/eval_pose.py b70d35eca4b3a67c ran · violated contract GPL-3.0 (copyleft) · pointer only
Looking Backward: Streaming Video-to-Video Translation with Feature Banks 24 May 2024 Jeff-LiangF/streamv2v/src/streamv2v/image_utils.py b188597984f52631 ran licence not identified · pointer only
PMG : Personalized Multimodal Generation with Large Language Models 7 Apr 2024 Suikasxt/PMG/stable_diffusion_v2/stable_diffusion.py 1e63d588563eb90a ran · violated contract no licence file found · pointer only
QuEST: Low-bit Diffusion Model Quantization via Efficient Selective Finetuning 6 Feb 2024 hatchetProject/QuEST/txt2img.py 1e63d588563eb90a ran · violated contract no licence file found · pointer only
Data Attribution for Diffusion Models: Timestep-induced Bias in Influence Estimation 17 Jan 2024 txie1/diffusion-retrac/utils.py 6ab180a2829060f3 ran no licence file found · pointer only
Scissorhands: Scrub Data Influence via Connection Sensitivity in Networks 11 Jan 2024 identical code first harvested elsewhere 1e63d588563eb90a ran · violated contract licence of this copy not recorded
Diffusion Models With Learned Adaptive Noise 20 Dec 2023 identical code first harvested elsewhere 1e63d588563eb90a ran · violated contract licence of this copy not recorded
StreamDiffusion: A Pipeline-level Solution for Real-time Interactive Generation 19 Dec 2023 cumulo-autumn/streamdiffusion/src/streamdiffusion/image_utils.py b188597984f52631 ran Apache-2.0 (permissive)
Towards Accurate Guided Diffusion Sampling through Symplectic Adjoint Method 19 Dec 2023 hanshuyan/adjointdpm/img_guided_sampling/style_transfer.py 3846523c8a2b9190 ran no licence file found · pointer only
VideoCrafter1: Open Diffusion Models for High-Quality Video Generation 30 Oct 2023 invictus717/interactivevideo/models/streamdiffusion/image_utils.py b188597984f52631 ran Apache-2.0 (permissive)
Dream the Impossible: Outlier Imagination with Diffusion Models 23 Sep 2023 identical code first harvested elsewhere 1e63d588563eb90a ran · violated contract licence of this copy not recorded
ITI-GEN: Inclusive Text-to-Image Generation 11 Sep 2023 humansensinglab/ITI-GEN/generation.py 1e63d588563eb90a ran · violated contract no licence file found · pointer only
Large Multilingual Models Pivot Zero-Shot Multimodal Learning across Languages 23 Aug 2023 openbmb/viscpm/VisCPM/models/modeling_utils.py a3f07f0c1a9623c3 ran no licence file found · pointer only
ControlCom: Controllable Image Composition using Diffusion Model 19 Aug 2023 identical code first harvested elsewhere 1e63d588563eb90a ran · violated contract licence of this copy not recorded
Subject-Diffusion:Open Domain Personalized Text-to-Image Generation without Test-time Fine-tuning 21 Jul 2023 OPPO-Mente-Lab/Subject-Diffusion/utils.py b552e39bb399319c ran MIT (permissive)
Solving Linear Inverse Problems Provably via Posterior Sampling with Latent Diffusion Models 2 Jul 2023 identical code first harvested elsewhere 1e63d588563eb90a ran · violated contract licence of this copy not recorded
Designing a Better Asymmetric VQGAN for StableDiffusion 7 Jun 2023 buxiangzhiren/asymmetric_vqgan/inpaint_st.py 1e63d588563eb90a ran · violated contract MIT (permissive)
UniControl: A Unified Diffusion Model for Controllable Visual Generation In the Wild 18 May 2023 salesforce/unicontrol/utils.py 1e63d588563eb90a ran · violated contract Apache-2.0 (permissive)
HumanSD: A Native Skeleton-Guided Diffusion Model for Human Image Generation 9 Apr 2023 xiangchenyin/grpose/eval_pose.py b70d35eca4b3a67c ran · violated contract Apache-2.0 (permissive)
Universal Guidance for Diffusion Models 14 Feb 2023 identical code first harvested elsewhere 1e63d588563eb90a ran · violated contract licence of this copy not recorded
ObjectStitch: Generative Object Compositing 2 Dec 2022 identical code first harvested elsewhere 1e63d588563eb90a ran · violated contract licence of this copy not recorded
Paint by Example: Exemplar-based Image Editing with Diffusion Models 23 Nov 2022 identical code first harvested elsewhere 1e63d588563eb90a ran · violated contract licence of this copy not recorded
UniTune: Text-Driven Image Editing by Fine Tuning a Diffusion Model on a Single Image 17 Oct 2022 xuduo35/UniTune/gr_stable_txt2img.py a3f07f0c1a9623c3 ran MIT (permissive)
ImaginaryNet: Learning Object Detectors without Real Images and Annotations 13 Oct 2022 identical code first harvested elsewhere 1e63d588563eb90a ran · violated contract licence of this copy not recorded
Personalizing Text-to-Image Generation via Aesthetic Gradients 25 Sep 2022 vicgalle/stable-diffusion-aesthetic-gradients/scripts/txt2img.py 1e63d588563eb90a ran · violated contract licence not identified · pointer only
High-Resolution Image Synthesis with Latent Diffusion Models 20 Dec 2021 identical code first harvested elsewhere 1e63d588563eb90a ran · violated contract licence of this copy not recorded
Making Images Real Again: A Comprehensive Survey on Deep Image Composition 28 Jun 2021 identical code first harvested elsewhere 1e63d588563eb90a ran · violated contract licence of this copy not recorded
AutoAugment: Learning Augmentation Policies from Data 24 May 2018 barisozmen/deepaugment/src/deepaugment/augment.py 2c98f33a195f457b ran · violated contract MIT (permissive)
Improved Regularization of Convolutional Neural Networks with Cutout 15 Aug 2017 barisozmen/deepaugment/src/deepaugment/transforms.py 138b15df97d8f22d ran · honoured contract MIT (permissive)
arXiv:Huang_TFMQ-DM_Temporal_Feature_Maintenance_Quantization_for_Diffusion_Models_CVPR_2024_paper ModelTC/TFMQ-DM/txt2img.py 1e63d588563eb90a ran · violated contract Apache-2.0 (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