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log_txt_as_img

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

log_txt_as_img appears in the code Syntology harvested for 72 papers, as 10 distinct code bodies found in 72 places (a place is one code body under one paper). At least one of them ran in 5 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 log_txt_as_img 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 1 of the 10 distinct code bodies named log_txt_as_img; 9 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
0ran · fixture could not drive it
1ran
9unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 22 of the 72 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

72 papers shown of 72, newest first; 72 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 2 papers added by Syntology; 6 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
AI for Cultural Heritage Textiles: Fine-Tuned Latent Diffusion for Novel Ulos Motif Synthesis added by Syntology 2026-07 (from id) CompVis/latent-diffusion/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
SynBrain: Enhancing Visual-to-fMRI Synthesis via Probabilistic Representation Learning added by Syntology 2025-08 (from id) MichaelMaiii/SynBrain/src/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
MPQ-DM: Mixed Precision Quantization for Extremely Low Bit Diffusion Models 16 Dec 2024 cantbebetter2/mpq-dm/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
SHMT: Self-supervised Hierarchical Makeup Transfer via Latent Diffusion Models 15 Dec 2024 Snowfallingplum/SHMT/ldm/util.py f9bd2e83191afad1 unverified no licence file found · pointer only
LAION-SG: An Enhanced Large-Scale Dataset for Training Complex Image-Text Models with Structural Annotations 11 Dec 2024 yangling0818/sgdiff/ldm/util.py f9bd2e83191afad1 unverified no licence file found · pointer only
BiDM: Pushing the Limit of Quantization for Diffusion Models 8 Dec 2024 xingyu-zheng/bidm/bidm-cifar/models/util_ldm.py f9bd2e83191afad1 unverified no licence file found · pointer only
ZoomLDM: Latent Diffusion Model for multi-scale image generation 25 Nov 2024 cvlab-stonybrook/ZoomLDM/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
MureObjectStitch: Multi-reference Image Composition 12 Nov 2024 bcmi/mureobjectstitch-image-composition/ldm/util.py f9bd2e83191afad1 unverified no licence file found · pointer only
Adapting Diffusion Models for Improved Prompt Compliance and Controllable Image Synthesis 29 Oct 2024 DeepakSridhar/fgdm/controlnet/ldm/util.py 6b4c1a8ce5fb7282 unverified licence not identified · pointer only
Addressing Asynchronicity in Clinical Multimodal Fusion via Individualized Chest X-ray Generation 23 Oct 2024 chenliu-svg/ddl-cxr/ldm/util.py f9bd2e83191afad1 unverified Apache-2.0 (permissive)
FlashAudio: Rectified Flows for Fast and High-Fidelity Text-to-Audio Generation 16 Oct 2024 Text-to-Audio/AudioLCM/ldm/util.py f9bd2e83191afad1 unverified no licence file found · pointer only
PixWizard: Versatile Image-to-Image Visual Assistant with Open-Language Instructions 23 Sep 2024 afeng-x/pixwizard/models/clip/util.py f9bd2e83191afad1 unverified MIT (permissive)
Simultaneous Music Separation and Generation Using Multi-Track Latent Diffusion Models 2024-09 (from id) karchkha/msg-ld/src/latent_diffusion/util.py f9bd2e83191afad1 unverified no licence file found · pointer only
PrimeDepth: Efficient Monocular Depth Estimation with a Stable Diffusion Preimage 13 Sep 2024 vislearn/PrimeDepth/ldm/util.py 6b4c1a8ce5fb7282 unverified MIT (permissive)
Improving Text-guided Object Inpainting with Semantic Pre-inpainting 12 Sep 2024 nnn-s/catdiffusion/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
Data Generation Scheme for Thermal Modality with Edge-Guided Adversarial Conditional Diffusion Model 7 Aug 2024 lengmo1996/ECDM/ecdm/util.py f9bd2e83191afad1 unverified no licence file found · pointer only
PID: Physics-Informed Diffusion Model for Infrared Image Generation 12 Jul 2024 fangyuanmao/pid/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
Stable-Pose: Leveraging Transformers for Pose-Guided Text-to-Image Generation 4 Jun 2024 ai-med/stablepose/ldm/util.py f41710299c49d36d ran GPL-3.0 (copyleft) · pointer only
Frieren: Efficient Video-to-Audio Generation Network with Rectified Flow Matching 1 Jun 2024 cyanbx/Frieren-V2A/Frieren/cfm/util.py f9bd2e83191afad1 unverified Apache-2.0 (permissive)
Quality-aware Masked Diffusion Transformer for Enhanced Music Generation 24 May 2024 ivcylc/openmusic/audioldm_train/utilities/model_util.py f9bd2e83191afad1 unverified MIT (permissive)
Tactile-Augmented Radiance Fields 7 May 2024 dou-yiming/tarf/img2touch/ldm/util.py f9bd2e83191afad1 unverified no licence file found · pointer only
SemantiCodec: An Ultra Low Bitrate Semantic Audio Codec for General Sound 30 Apr 2024 haoheliu/SemantiCodec-inference/semanticodec/modules/decoder/latent_diffusion/util.py f9bd2e83191afad1 unverified MIT (permissive)
Tuning-Free Image Customization with Image and Text Guidance 19 Mar 2024 zrealli/TIGIC/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
DEADiff: An Efficient Stylization Diffusion Model with Disentangled Representations 11 Mar 2024 bytedance/deadiff/ldm/util.py f9bd2e83191afad1 unverified Apache-2.0 (permissive)
PrimeComposer: Faster Progressively Combined Diffusion for Image Composition with Attention Steering 8 Mar 2024 codegoat24/primecomposer/ldm/util.py f9bd2e83191afad1 unverified no licence file found · pointer only
PLACE: Adaptive Layout-Semantic Fusion for Semantic Image Synthesis 4 Mar 2024 cszy98/place/ldm/util.py 6b4c1a8ce5fb7282 unverified no licence file found · pointer only
UnlearnCanvas: Stylized Image Dataset for Enhanced Machine Unlearning Evaluation in Diffusion Models 19 Feb 2024 optml-group/unlearncanvas/diffusion_model_finetuning/ldm/util.py f9bd2e83191afad1 unverified no licence file found · pointer only
CapHuman: Capture Your Moments in Parallel Universes 1 Feb 2024 vamosc/caphuman/ldm/util.py 6b4c1a8ce5fb7282 unverified no licence file found · pointer only
pix2gestalt: Amodal Segmentation by Synthesizing Wholes 25 Jan 2024 cvlab-columbia/pix2gestalt/pix2gestalt/ldm/util.py a221ef33702f106c unverified licence not identified · pointer only
Towards Real-World Blind Face Restoration with Generative Diffusion Prior 25 Dec 2023 chenxx89/bfrffusion/ldm/util.py 6b4c1a8ce5fb7282 unverified MIT (permissive)
The Lottery Ticket Hypothesis in Denoising: Towards Semantic-Driven Initialization 13 Dec 2023 UT-Mao/Initial-Noise-Construction/ldm/util.py f9bd2e83191afad1 unverified no licence file found · pointer only
DiAD: A Diffusion-based Framework for Multi-class Anomaly Detection 11 Dec 2023 lewandofskee/DiAD/ldm/util.py 6b4c1a8ce5fb7282 unverified Apache-2.0 (permissive)
ControlNet-XS: Rethinking the Control of Text-to-Image Diffusion Models as Feedback-Control Systems 11 Dec 2023 vislearn/ControlNet-XS/ldm/util.py 6b4c1a8ce5fb7282 unverified Apache-2.0 (permissive)
Towards Enhanced Image Inpainting: Mitigating Unwanted Object Insertion and Preserving Color Consistency 8 Dec 2023 yikai-wang/asuka-misato/asuka-flux/ldm/util.py 37e2b5e4925fedc7 unverified no licence file found · pointer only
ImageDream: Image-Prompt Multi-view Diffusion for 3D Generation 2 Dec 2023 bytedance/imagedream/extern/ImageDream/imagedream/ldm/util.py f9bd2e83191afad1 unverified Apache-2.0 (permissive)
StyleCrafter: Enhancing Stylized Text-to-Video Generation with Style Adapter 1 Dec 2023 GongyeLiu/StyleCrafter/utils/save_video.py 57f7402ad7088484 unverified Apache-2.0 (permissive)
CAT-DM: Controllable Accelerated Virtual Try-on with Diffusion Model 30 Nov 2023 zengjianhao/cat-dm/ldm/util.py f9bd2e83191afad1 unverified no licence file found · pointer only
Adaptive Latent Diffusion Model for 3D Medical Image to Image Translation: Multi-modal Magnetic Resonance Imaging Study 1 Nov 2023 jongdory/aldm/LDM/ldm/util.py f9bd2e83191afad1 unverified Apache-2.0 (permissive)
Toward effective protection against diffusion based mimicry through score distillation 2 Oct 2023 xavihart/Diff-Protect/code/ldm/util.py f9bd2e83191afad1 unverified no licence file found · pointer only
Uni-paint: A Unified Framework for Multimodal Image Inpainting with Pretrained Diffusion Model 11 Oct 2023 ysy31415/unipaint/ldm/util.py 5f77d06897e596ba unverified Apache-2.0 (permissive)
Targeted Attack Improves Protection against Unauthorized Diffusion Customization 7 Oct 2023 psyker-team/mist-v2/ldm/util.py f9bd2e83191afad1 unverified Apache-2.0 (permissive)
EfficientDM: Efficient Quantization-Aware Fine-Tuning of Low-Bit Diffusion Models 5 Oct 2023 ThisisBillhe/EfficientDM/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
PathLDM: Text conditioned Latent Diffusion Model for Histopathology 1 Sep 2023 cvlab-stonybrook/pathldm/ldm/util.py f9bd2e83191afad1 unverified no licence file found · pointer only
MatFuse: Controllable Material Generation with Diffusion Models 22 Aug 2023 giuvecchio/matfuse-sd/src/ldm/util.py 357da20145f46520 unverified MIT (permissive)
ControlCom: Controllable Image Composition using Diffusion Model 19 Aug 2023 bcmi/controlcom-image-composition/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
AltDiffusion: A Multilingual Text-to-Image Diffusion Model 19 Aug 2023 superhero-7/altdiffuson/src/ldm/util.py f9bd2e83191afad1 unverified no licence file found · pointer only
Taming the Power of Diffusion Models for High-Quality Virtual Try-On with Appearance Flow 11 Aug 2023 bcmi/DCI-VTON-Virtual-Try-On/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
Painterly Image Harmonization using Diffusion Model 4 Aug 2023 bcmi/phdiffusion-painterly-image-harmonization/ldm/util.py 8f1a0aae78f523e7 unverified Apache-2.0 (permissive)
MusicLDM: Enhancing Novelty in Text-to-Music Generation Using Beat-Synchronous Mixup Strategies 3 Aug 2023 retrocirce/musicldm/interface/src/latent_diffusion/util.py f9bd2e83191afad1 unverified no licence file found · pointer only
AdvDiff: Generating Unrestricted Adversarial Examples using Diffusion Models 24 Jul 2023 EricDai0/advdiff/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
TF-ICON: Diffusion-Based Training-Free Cross-Domain Image Composition 24 Jul 2023 Shilin-LU/TF-ICON/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
Identity-Preserving Aging of Face Images via Latent Diffusion Models 17 Jul 2023 sudban3089/ID-Preserving-Facial-Aging/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
Designing a Better Asymmetric VQGAN for StableDiffusion 7 Jun 2023 buxiangzhiren/asymmetric_vqgan/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
ViCo: Plug-and-play Visual Condition for Personalized Text-to-image Generation 1 Jun 2023 haoosz/vico/ldm/util.py f41710299c49d36d ran MIT (permissive)
ProSpect: Prompt Spectrum for Attribute-Aware Personalization of Diffusion Models 25 May 2023 zyxElsa/ProSpect/ldm/util.py f41710299c49d36d ran Apache-2.0 (permissive)
SAMRS: Scaling-up Remote Sensing Segmentation Dataset with Segment Anything Model 3 May 2023 wenquanlu/handrefiner/ldm/util.py 6b4c1a8ce5fb7282 unverified MIT (permissive)
Inst-Inpaint: Instructing to Remove Objects with Diffusion Models 6 Apr 2023 abyildirim/inst-inpaint/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
A Closer Look at Parameter-Efficient Tuning in Diffusion Models 31 Mar 2023 Xiang-cd/unet-finetune/ldm/util.py f41710299c49d36d ran MIT (permissive)
LDMVFI: Video Frame Interpolation with Latent Diffusion Models 16 Mar 2023 danielism97/ldmvfi/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
Ensemble flow reconstruction in the atmospheric boundary layer from spatially limited measurements through latent diffusion models 1 Mar 2023 rybchuk/latent-diffusion-3d-atmospheric-boundary-layer/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
SINE: SINgle Image Editing with Text-to-Image Diffusion Models 8 Dec 2022 zhang-zx/sine/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
InstructPix2Pix: Learning to Follow Image Editing Instructions 17 Nov 2022 xuduo35/InstructPix2Pix/ldm/util.py f41710299c49d36d ran MIT (permissive)
High-Resolution Image Editing via Multi-Stage Blended Diffusion 24 Oct 2022 pfnet-research/multi-stage-blended-diffusion/multi-scale-blended-diffusion/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
Frido: Feature Pyramid Diffusion for Complex Scene Image Synthesis 29 Aug 2022 davidhalladay/frido/frido/util.py f4f5eafbb661e14e unverified MIT (permissive)
Blended Latent Diffusion 6 Jun 2022 omriav/blended-latent-diffusion/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
Hierarchical Text-Conditional Image Generation with CLIP Latents 13 Apr 2022 liyinqi/un2clip/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
arXiv:ijcai2025_1126 ivcylc/OpenMusic/audioldm_train/utilities/model_util.py f9bd2e83191afad1 unverified MIT (permissive)
arXiv:aaai_30144 kodenii/ORES/TIN/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
arXiv:aaai_28503 yuhongwei22/MFA/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
arXiv:aaai_27912 danier97/LDMVFI/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
arXiv:Jiang_Diffuse3D_Wide-Angle_3D_Photography_via_Bilateral_Diffusion_ICCV_2023_paper yutaojiang1/Diffuse3D/BilateralDiffusion/ldm/util.py f9bd2e83191afad1 unverified MIT (permissive)
arXiv:Dombrowski_Foreground-Background_Separation_through_Concept_Distillation_from_Generative_Image_Foundation_Models_ICCV_2023_paper MischaD/fobadiffusion/finetune-stable-diffusion/ldm/util.py f9bd2e83191afad1 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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