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load_img

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

load_img appears in the code Syntology harvested for 47 papers, as 44 distinct code bodies found in 49 places (a place is one code body under one paper). At least one of them ran in 14 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 load_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 11 of the 44 distinct code bodies named load_img; 33 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

3ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
0ran · fixture could not drive it
6ran
33unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 14 of the 49 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

47 papers shown of 47, newest first; 49 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
Scalable Bayesian Optimization of Composite Functions for Image-Based Inverse Problems in Materials Characterization added by Syntology 2026-09 (from id) dasol-yoon/bott/bott/io.py 2efee2b09a765b8d unverified no licence file found · pointer only
Restoring Without Forgetting: Continual Learning Across Image Degradations added by Syntology 2026-08 (from id) AlifAshrafee/Restoring-Without-Forgetting/restormer/Motion_Deblurring/extract_degradation_prototypes.py 04f9122f3967b7ae ran no licence file found · pointer only
LD-RPS: Zero-Shot Unified Image Restoration via Latent Diffusion Recurrent Posterior Sampling 1 Jul 2025 AMAP-ML/LD-RPS/instruct_all_in_one/utils.py d9b1ab1c1595bdeb unverified no licence file found · pointer only
URWKV: Unified RWKV Model with Multi-state Perspective for Low-light Image Restoration 29 May 2025 FZU-N/URWKV/custom_utils/image_utils.py 04f9122f3967b7ae ran Apache-2.0 (permissive)
BodyGen: Advancing Towards Efficient Embodiment Co-Design 1 Mar 2025 GenesisOrigin/BodyGen/khrylib/utils/tools.py 5726721449c916d8 unverified Apache-2.0 (permissive)
Erasing Undesirable Concepts in Diffusion Models with Adversarial Preservation 21 Oct 2024 tuananhbui89/Erasing-Adversarial-Preservation/train_adversarial_pgd.py 33b9cc6eebe44312 unverified no licence file found · pointer only
Semi-supervised reference-based sketch extraction using a contrastive learning framework 19 Jul 2024 Chanuku/Semi_ref2sketch_code/test_dir.py 8867a9341256cffb ran · our draft was wrong no licence file found · pointer only
MegaScenes: Scene-Level View Synthesis at Scale 17 Jun 2024 MegaScenes/nvs/dataloader/data_helpers.py 14306868defa0a72 ran no licence file found · pointer only
ImageInWords: Unlocking Hyper-Detailed Image Descriptions 5 May 2024 google-deepmind/proactive_t2i_agents/agent/image_utils.py 912864da44ac4f8d unverified Apache-2.0 (permissive)
DreamSampler: Unifying Diffusion Sampling and Score Distillation for Image Manipulation 18 Mar 2024 dreamsampler/dream-sampler/run_edit.py 5da929d88607d17f ran · honoured contract no licence file found · pointer only
3D Visibility-aware Generalizable Neural Radiance Fields for Interacting Hands 2 Jan 2024 xuanhuang0/vanerf/data_process/dataset_process.py dc5e8c5f28bdb944 ran no licence file found · pointer only
PartSLIP++: Enhancing Low-Shot 3D Part Segmentation via Multi-View Instance Segmentation and Maximum Likelihood Estimation 5 Dec 2023 zyc00/partslip2/src/glip_inference.py 4faf8454539ef598 ran MIT (permissive)
PartSLIP++: Enhancing Low-Shot 3D Part Segmentation via Multi-View Instance Segmentation and Maximum Likelihood Estimation 5 Dec 2023 zyc00/partslip2/src/mask2ins_refine.py 66f8aac6d7748b1b ran MIT (permissive)
Toward Sufficient Spatial-Frequency Interaction for Gradient-aware Underwater Image Enhancement 8 Sep 2023 zhihefang/SFGNet/dataset.py 27ebc73345cd00a0 ran no licence file found · pointer only
General Image-to-Image Translation with One-Shot Image Guidance 20 Jul 2023 crystalneuro/visual-concept-translator/ddim_inversion.py 33b9cc6eebe44312 unverified Apache-2.0 (permissive)
DragDiffusion: Harnessing Diffusion Models for Interactive Point-based Image Editing 26 Jun 2023 HimariO/DragDiffusion-diffusers/drag_pipeline.py acae03ffff4ba768 unverified Apache-2.0 (permissive)
Iterative $α$-(de)Blending: a Minimalist Deterministic Diffusion Model 2023-05 (from id) Nikolai10/Diffusion-TF/projects/IADB/tutorials/helpers_2d.py aca8859a514f1a24 unverified Apache-2.0 (permissive)
Uncovering the Disentanglement Capability in Text-to-Image Diffusion Models 16 Dec 2022 ucsb-nlp-chang/diffusiondisentanglement/scripts/edit.py 253ed8f70f40251d ran · honoured contract licence not identified · pointer only
A Shared Representation for Photorealistic Driving Simulators 9 Dec 2021 vita-epfl/semdisc/utils.py 73e5ba02454ef86b unverified AGPL-3.0 (copyleft) · pointer only
DRB-GAN: A Dynamic ResBlock Generative Adversarial Network for Artistic Style Transfer 17 Aug 2021 sonnguyen129/deep-feature-rotation/dfr/utils.py 5001a455e1e77841 unverified MIT (permissive)
CSWin Transformer: A General Vision Transformer Backbone with Cross-Shaped Windows 1 Jul 2021 microsoft/CSWin-Transformer/labeled_memcached_dataset.py 4d0c2350b24a4430 unverified MIT (permissive)
Progressive-Scale Boundary Blackbox Attack via Projective Gradient Estimation 10 Jun 2021 ai-secure/psba/src/main_api_attack.py 5f2019cf9c5ca9eb ran · honoured contract no licence file found · pointer only
Sparse and Imperceptible Adversarial Attack via a Homotopy Algorithm 10 Jun 2021 VITA-Group/SparseADV_Homotopy/datasets.py fd25cb543e1e2c37 unverified MIT (permissive)
Nonlinear Projection Based Gradient Estimation for Query Efficient Blackbox Attacks 25 Feb 2021 identical code first harvested elsewhere 5f2019cf9c5ca9eb ran · honoured contract licence of this copy not recorded
Unbalanced Sobolev Descent 29 Sep 2020 ibm/usd/datasets.py 5912b3a04cff8c04 unverified Apache-2.0 (permissive)
I2L-MeshNet: Image-to-Lixel Prediction Network for Accurate 3D Human Pose and Mesh Estimation from a Single RGB Image 9 Aug 2020 mks0601/I2L-MeshNet_RELEASE/common/utils/preprocessing.py dc5e8c5f28bdb944 ran MIT (permissive)
HITNet: Hierarchical Iterative Tile Refinement Network for Real-time Stereo Matching 23 Jul 2020 ibaiGorordo/TFLite-HITNET-Stereo-depth-estimation/hitnet/utils_hitnet.py 21ab4fa6af33f75f unverified MIT (permissive)
YOLOv4: Optimal Speed and Accuracy of Object Detection 23 Apr 2020 rechardchen123/YOLOv4_traffic_sign_detection/data_transfer/anno_func.py ac60a32de6f99646 unverified Apache-2.0 (permissive)
Space-Time-Aware Multi-Resolution Video Enhancement 30 Mar 2020 alterzero/STARnet/dataset.py 0baa7008cc11d64f unverified MIT (permissive)
FDFtNet: Facing Off Fake Images using Fake Detection Fine-tuning Network 5 Jan 2020 KabirSingh114/DeepFake_Face_Detection/dataset/preprocess_dataset.py a87008e67c96048d unverified MIT (permissive)
A Characteristic Function Approach to Deep Implicit Generative Modeling 16 Sep 2019 crslab/OCFGAN/src/datasets.py 6947b5517bf45bff unverified MIT (permissive)
Recurrent Back-Projection Network for Video Super-Resolution 25 Mar 2019 alterzero/RBPN-PyTorch/dataset.py 459b69cbc957642b unverified MIT (permissive)
Recurrent Back-Projection Network for Video Super-Resolution 25 Mar 2019 zhangtianmingxp/rbpn_mindspore/src/datasets/dataset.py dfc5a69cdc89254e unverified Apache-2.0 (permissive)
Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set 20 Mar 2019 Microsoft/Deep3DFaceReconstruction/utils.py 23dfaf89f2523bde unverified MIT (permissive)
Deep Back-Projection Networks For Super-Resolution 7 Mar 2018 alterzero/DBPN-Pytorch/dataset.py 27ebc73345cd00a0 ran MIT (permissive)
Residual Dense Network for Image Super-Resolution 24 Feb 2018 puffnjackie/pytorch-super-resolution-implementations/dataset.py 283c3f29d71d3276 unverified BSD-3-Clause (permissive)
Image De-raining Using a Conditional Generative Adversarial Network 21 Jan 2017 yoyotv/Image-derain-via-CGAN/code/functions.py 1e2451357e17e945 unverified MIT (permissive)
The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation 28 Nov 2016 ankit-vaghela30/Cilia-Segmentation/hastings/io_support.py 71d2f0c11ca47487 unverified MIT (permissive)
Image-to-Image Translation with Conditional Adversarial Networks 21 Nov 2016 telecombcn-dl/2018-dlcv-team2/util.py be550fa336a61b80 unverified MIT (permissive)
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization 7 Oct 2016 Sooram/GradCam-tensorflow/gradcam.py f78acd03909de588 ran · our draft was wrong no licence file found · pointer only
Colorful Image Colorization 28 Mar 2016 richzhang/colorization/colorizers/util.py d0c576faf88478eb unverified BSD-2-Clause (permissive)
SSD: Single Shot MultiBox Detector 8 Dec 2015 aubricot/object_detection_for_image_cropping/object_detection_for_image_cropping/helper_funcs/generate_crops/aves/wrangle_data.py c7f21ea0b0b031c9 unverified MIT (permissive)
A Neural Algorithm of Artistic Style 26 Aug 2015 sourabhsh55/Neural-Style-Transferring/Neural_Styling.py 31cb847b0a8e6a04 unverified MIT (permissive)
arXiv:ijcai2021_0082 BioNN-InfoTech/visual-probes/somo_utils.py 056b8ba133130ab0 unverified MIT (permissive)
arXiv:aaai_27901 mv-lab/nilut/utils.py f21a5aa9925314d8 unverified MIT (permissive)
arXiv:Zhang_Learning_Rain_Location_Prior_for_Nighttime_Deraining_ICCV_2023_paper zkawfanx/RLP/rlp/utils.py b08cb97e21d7c321 unverified MIT (permissive)
arXiv:Ren_Adaptive_Consistency_Prior_Based_Deep_Network_for_Image_Denoising_CVPR_2021_paper chaoren88/DeamNet/dataset.py 80451206897d3722 unverified MIT (permissive)
arXiv:Li_Self-Supervised_Blind_Motion_Deblurring_With_Deep_Expectation_Maximization_CVPR_2023_paper Chilie/Deblur_MCEM/utils/deconv_utils.py 86687a59f34da1a6 unverified Apache-2.0 (permissive)
arXiv:Herbreteau_Self-Calibrated_Variance-Stabilizing_Transformations_for_Real-World_Image_Denoising_ICCV_2025_paper sherbret/Noise2VST/src/noise2vst/utilities/utilities.py c276f3cca2688c27 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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