Home › Code › accimage_loader

accimage_loader

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

accimage_loader appears in the code Syntology harvested for 47 papers, as 14 distinct code bodies found in 49 places (a place is one code body under one paper). At least one of them ran in 0 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 accimage_loader 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 0 of the 14 distinct code bodies named accimage_loader; 14 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
0ran
14unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 15 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 5 papers added by Syntology; 7 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
Robustness Cannot be Reduced to Regularization: Studying Adversarial Training Beyond the Linear Case added by Syntology 2026-06 (from id) RobustBench/robustbench/robustbench/loaders.py 404fb2b2daa1ae78 unverified licence not identified · pointer only
Ramen: Robust Test-Time Adaptation of Vision-Language Models with Active Sample Selection added by Syntology 2026-04 (from id) baowenxuan/Ramen/src/datasets/utils.py 404fb2b2daa1ae78 unverified no licence file found · pointer only
Noise-Adaptive Diffusion Sampling for Inverse Problems Without Task-Specific Tuning added by Syntology 2026-04 (from id) NA-HMC/NA-HMC/datasets/imagenet_subset.py 404fb2b2daa1ae78 unverified no licence file found · pointer only
FedBCGD: Communication-Efficient Accelerated Block Coordinate Gradient Descent for Federated Learning added by Syntology 5 Mar 2026 junkangLiu0/FedBCGD/dataset/tiny_imagenet.py 1ab70033e19f0d48 unverified no licence file found · pointer only
Mint: A Simple Test-Time Adaptation of Vision-Language Models against Common Corruptions added by Syntology 2025-10 (from id) baowenxuan/Mint/src/datasets/utils.py 404fb2b2daa1ae78 unverified no licence file found · pointer only
arXiv:2506.23516 2025-06 (from id) Seongyeol-kim/FedWSQ/datasets/tiny_imagenet.py 1ab70033e19f0d48 unverified no licence file found · pointer only
MOS: Model Surgery for Pre-Trained Model-Based Class-Incremental Learning 12 Dec 2024 sun-hailong/aaai25-mos/utils/data_manager.py cf462ad7948ff43b unverified no licence file found · pointer only
OwMatch: Conditional Self-Labeling with Consistency for Open-World Semi-Supervised Learning 4 Nov 2024 niusj03/OwMatch/open_world_imagenet.py 404fb2b2daa1ae78 unverified MIT (permissive)
Benchmarking Data Heterogeneity Evaluation Approaches for Personalized Federated Learning 9 Oct 2024 xiaoni-61/dh-benchmark/datasets.py 404fb2b2daa1ae78 unverified MIT (permissive)
PSC: Posterior Sampling-Based Compression 13 Jul 2024 noamelata/AdaSense/datasets/imagenet_subset.py 404fb2b2daa1ae78 unverified no licence file found · pointer only
Decomposing the Neurons: Activation Sparsity via Mixture of Experts for Continual Test Time Adaptation 26 May 2024 royzry98/moase-pytorch/robustbench/loaders.py 404fb2b2daa1ae78 unverified no licence file found · pointer only
Deep Data Consistency: a Fast and Robust Diffusion Model-based Solver for Inverse Problems 17 May 2024 hanyu-chen373/deepdataconsistency/guided_diffusion/datasets/imagenet_subset.py 404fb2b2daa1ae78 unverified MIT (permissive)
InfoMatch: Entropy Neural Estimation for Semi-Supervised Image Classification 17 Apr 2024 kunzhan/infomatch/dataset/ImageNet.py 404fb2b2daa1ae78 unverified no licence file found · pointer only
Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision Transformers 9 Apr 2024 dipamgoswami/fscil-calibration/utils/data_manager.py cf462ad7948ff43b unverified MIT (permissive)
PeerAiD: Improving Adversarial Distillation from a Specialized Peer Tutor 11 Mar 2024 jaewonalive/peeraid/robustbench/loaders.py 404fb2b2daa1ae78 unverified GPL-3.0 (copyleft) · pointer only
Image Restoration by Denoising Diffusion Models with Iteratively Preconditioned Guidance 27 Dec 2023 tirer-lab/ddpg/datasets/imagenet_subset.py 404fb2b2daa1ae78 unverified no licence file found · pointer only
Exploiting Label Skews in Federated Learning with Model Concatenation 11 Dec 2023 sjtudyq/fedconcat/datasets.py 404fb2b2daa1ae78 unverified MIT (permissive)
Deep Equilibrium Diffusion Restoration with Parallel Sampling 20 Nov 2023 caojiezhang/deqir/datasets/imagenet_subset.py 404fb2b2daa1ae78 unverified no licence file found · pointer only
Unlocking the Potential of Prompt-Tuning in Bridging Generalized and Personalized Federated Learning 27 Oct 2023 ubc-tea/SGPT/datasets.py 404fb2b2daa1ae78 unverified MIT (permissive)
360-Degree Panorama Generation from Few Unregistered NFoV Images 28 Aug 2023 shanemankiw/panodiff/RelativeRotation/dataset.py 404fb2b2daa1ae78 unverified no licence file found · pointer only
Benchmarking Test-Time Adaptation against Distribution Shifts in Image Classification 6 Jul 2023 yuyongcan/benchmark-tta/robustbench/loaders.py 404fb2b2daa1ae78 unverified no licence file found · pointer only
Wasserstein distributional robustness of neural networks 16 Jun 2023 janobloj/w-dro-adversarial-methods/src/imagenet_loader.py 404fb2b2daa1ae78 unverified MIT (permissive)
Unlimited-Size Diffusion Restoration 1 Mar 2023 wyhuai/ddnm/datasets/imagenet_subset.py 404fb2b2daa1ae78 unverified MIT (permissive)
GibbsDDRM: A Partially Collapsed Gibbs Sampler for Solving Blind Inverse Problems with Denoising Diffusion Restoration 30 Jan 2023 sony/gibbsddrm/datasets/imagenet_subset.py 404fb2b2daa1ae78 unverified MIT (permissive)
Masked Event Modeling: Self-Supervised Pretraining for Event Cameras 20 Dec 2022 tum-vision/mem/mem/dataset_folder.py e668ee56928fd57d unverified Apache-2.0 (permissive)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model 1 Dec 2022 ipc-lab/deepjscc-diffusion/datasets/imagenet_subset.py 404fb2b2daa1ae78 unverified MIT (permissive)
FedTP: Federated Learning by Transformer Personalization 3 Nov 2022 zhyczy/fedtp/datasets.py 404fb2b2daa1ae78 unverified MIT (permissive)
Weakly-guided Self-supervised Pretraining for Temporal Activity Detection 26 Nov 2021 kkahatapitiya/SSDet/charades.py aae0a4f3535e8f26 unverified MIT (permissive)
Weakly-guided Self-supervised Pretraining for Temporal Activity Detection 26 Nov 2021 kkahatapitiya/SSDet/kinetics.py a44afb1c0019609f unverified MIT (permissive)
Backdoor Attacks on Self-Supervised Learning 21 May 2021 UMBCvision/SSL-Backdoor/rotnet/jgg_dataset.py 404fb2b2daa1ae78 unverified MIT (permissive)
Active Contrastive Learning of Audio-Visual Video Representations 31 Aug 2020 yunyikristy/CM-ACC/datasets/activitynet.py aae0a4f3535e8f26 unverified MIT (permissive)
CrossTransformers: spatially-aware few-shot transfer 22 Jul 2020 skrish13/CrossTransformers-PyTorch/dataset.py ab5055d91c86b111 unverified Apache-2.0 (permissive)
Supervised Contrastive Learning 23 Apr 2020 sidtandon2014/fw-shapley/src/shapley/embedding/custom_loader.py 404fb2b2daa1ae78 unverified Apache-2.0 (permissive)
Exploiting Deep Generative Prior for Versatile Image Restoration and Manipulation 30 Mar 2020 XingangPan/deep-generative-prior/dataset.py 404fb2b2daa1ae78 unverified MIT (permissive)
Generalized Energy Based Models 10 Mar 2020 MichaelArbel/GeneralizedEBM/helpers.py 4d97c9c0c834ec63 unverified BSD-3-Clause (permissive)
SOLAR: Second-Order Loss and Attention for Image Retrieval 24 Jan 2020 tonyngjichun/SOLAR/solar_global/datasets/datahelpers.py 3442ee8338b2ae1b unverified MIT (permissive)
Why Can't I Dance in the Mall? Learning to Mitigate Scene Bias in Action Recognition 11 Dec 2019 vt-vl-lab/SDN/datasets/activitynet.py aae0a4f3535e8f26 unverified MIT (permissive)
Why Can't I Dance in the Mall? Learning to Mitigate Scene Bias in Action Recognition 11 Dec 2019 vt-vl-lab/SDN/datasets/kinetics.py 73ac7114d33b3e4f unverified MIT (permissive)
Central Similarity Quantization for Efficient Image and Video Retrieval 1 Aug 2019 yuanli2333/Hadamard-Matrix-for-hashing/data_list.py 9dcef767571b38d7 unverified MIT (permissive)
Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network 5 Jul 2019 zwx8981/DBCNN-PyTorch/BaseCNN.py 404fb2b2daa1ae78 unverified MIT (permissive)
Glow: Graph Lowering Compiler Techniques for Neural Networks 2018-05 (from id) pytorch/glow/utils/imagenet_topk_accuracy_driver.py c6a6d592fac4207a unverified Apache-2.0 (permissive)
Fine-tuning CNN Image Retrieval with No Human Annotation 3 Nov 2017 filipradenovic/cnnimageretrieval-pytorch/cirtorch/datasets/datahelpers.py 404fb2b2daa1ae78 unverified MIT (permissive)
HashNet: Deep Learning to Hash by Continuation 2 Feb 2017 thuml/HashNet/pytorch/src/data_list.py 9dcef767571b38d7 unverified MIT (permissive)
arXiv:ijcai2024_0457 LonelyMoonDesert/FNR-FL/datasets.py 404fb2b2daa1ae78 unverified MIT (permissive)
arXiv:aaai_29063 sjtudyq/FedConcat/datasets.py 404fb2b2daa1ae78 unverified MIT (permissive)
arXiv:aaai_26216 iamwangyabin/ESN/utils/data_manager.py cf462ad7948ff43b unverified MIT (permissive)
arXiv:aaai_25362 lwmming/Cross-Modal-Attack/transforms_ucf101.py 53558f474d00dc28 unverified Apache-2.0 (permissive)
arXiv:Mao_Cross-Rejective_Open-Set_SAR_Image_Registration_CVPR_2025_paper XDyaoshi/CroR-OSIR-main/CroR-OSIR-main-version-two/load_data_online.py d528f266dd1d7f63 unverified Apache-2.0 (permissive)
arXiv:136970483 exped1230/S2-VER/datasets/ssl_dataset.py 404fb2b2daa1ae78 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".

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