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read_image

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

read_image appears in the code Syntology harvested for 73 papers, as 58 distinct code bodies found in 77 places (a place is one code body under one paper). At least one of them ran in 18 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 read_image 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 14 of the 58 distinct code bodies named read_image; 44 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
1ran · fixture could not drive it
11ran
44unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 14 of the 77 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

73 papers shown of 73, newest first; 77 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 1 papers added by Syntology; 5 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
Revisiting Face Recognition for Monozygotic Twins: The Celeb Twins Test Set added by Syntology 2026-09 (from id) mzang20/CTTS/prepare_test_images.py 06901cf7d9135dc7 unverified MIT (permissive)
Memory-Efficient Visual Autoregressive Modeling with Scale-Aware KV Cache Compression 26 May 2025 stargazerx0/scalekv/scripts/compute_metrics.py 882d1511e2c99c98 ran · honoured contract MIT (permissive)
Structure Consistent Gaussian Splatting with Matching Prior for Few-shot Novel View Synthesis 6 Nov 2024 prstrive/scgaussian/data_preprocess/get_match_info.py bffc442d2a070add unverified licence not identified · pointer only
CableInspect-AD: An Expert-Annotated Anomaly Detection Dataset 30 Sep 2024 mila-iqia/cableinspect-ad-code/dataset/raw_to_cropped_dataset.py 3a9a6499b8b37aad unverified Apache-2.0 (permissive)
WCEbleedGen: A wireless capsule endoscopy dataset and its benchmarking for automatic bleeding classification, detection, and segmentation 22 Aug 2024 misahub2023/benchmarking-codes-of-the-wcebleedgen-dataset/data_loader_segment.py 35120945340673cf ran no licence file found · pointer only
WCEbleedGen: A wireless capsule endoscopy dataset and its benchmarking for automatic bleeding classification, detection, and segmentation 22 Aug 2024 misahub2023/benchmarking-codes-of-the-wcebleedgen-dataset/segment_inference.py 37e68903c3031bbc ran no licence file found · pointer only
Active Diffusion Subsampling 20 Jun 2024 active-diffusion-subsampling/ads/datasets.py 51c1f8cd07048518 ran no licence file found · pointer only
Unveiling the Ignorance of MLLMs: Seeing Clearly, Answering Incorrectly 15 Jun 2024 baai-dcai/multimodal-robustness-benchmark/evaluation/evaluation/models/closed-source/claude.py 8d955d6bd3e99d96 ran Apache-2.0 (permissive)
Enhancing Domain Adaptation through Prompt Gradient Alignment 13 Jun 2024 VietHoang1512/PGA/LA/dataset.py 7a92bf4975eb29ec ran no licence file found · pointer only
GPAvatar: Generalizable and Precise Head Avatar from Image(s) 18 Jan 2024 xg-chu/gpavatar/inference_ready2go.py 792c400bf20e8395 unverified MIT (permissive)
CTNeRF: Cross-Time Transformer for Dynamic Neural Radiance Field from Monocular Video 10 Jan 2024 xingy038/ctnerf/utils/generate_depth.py fa28021adde0f186 ran no licence file found · pointer only
SparseGS: Real-Time 360° Sparse View Synthesis using Gaussian Splatting 30 Nov 2023 ForMyCat/SparseGS/BoostingMonocularDepth/BMD_utils.py 751d71fe97a2cf09 ran licence not identified · pointer only
Text-Driven Image Editing via Learnable Regions 28 Nov 2023 yuanze-lin/Learnable_Regions/models/utils.py 282a17731f89f0e7 ran MIT (permissive)
Benchmarking Robustness of Text-Image Composed Retrieval 24 Nov 2023 suntongtongtong/benchmark-robustness-text-image-compose-retrieval/utils/resnet152_extract.py e3cbae59cb5ed741 ran no licence file found · pointer only
RoboDepth: Robust Out-of-Distribution Depth Estimation under Corruptions 23 Oct 2023 isl-org/DPT/util/io.py fa28021adde0f186 ran MIT (permissive)
Language Model Beats Diffusion -- Tokenizer is Key to Visual Generation 9 Oct 2023 bornfly-detachment/asymmetric_magvitv2/models/utils/image_op.py eb7ab5a96e9ccae8 unverified MIT (permissive)
MA-SAM: Modality-agnostic SAM Adaptation for 3D Medical Image Segmentation 16 Sep 2023 cchen-cc/ma-sam/MA-SAM/datasets/dataset.py e687b7f95896fbe2 ran Apache-2.0 (permissive)
CLIPTrans: Transferring Visual Knowledge with Pre-trained Models for Multimodal Machine Translation 29 Aug 2023 devaansh100/cliptrans/src/utils/data_utils.py 583071847929d508 ran no licence file found · pointer only
Learning-to-Rank Meets Language: Boosting Language-Driven Ordering Alignment for Ordinal Classification 24 Jun 2023 raywang335/L2RCLIP/datasets/bases.py 5f1101145f896208 unverified MIT (permissive)
Emergent Asymmetry of Precision and Recall for Measuring Fidelity and Diversity of Generative Models in High Dimensions 16 Jun 2023 mahyarkoy/emergent_asymmetry_pr/manifmetric/dataset.py 4c65431b46d9b300 unverified MIT (permissive)
arXiv:2306.09109 2023-06 (from id) google/navi/data_util.py 21c4e83bb74bb459 ran · honoured contract Apache-2.0 (permissive)
Exploiting Diffusion Prior for Real-World Image Super-Resolution 11 May 2023 naagar/art_restoration_dm/predict.py 14e53ebc4163f8f2 unverified MIT (permissive)
ViP-NeRF: Visibility Prior for Sparse Input Neural Radiance Fields 28 Apr 2023 NagabhushanSN95/ViP-NeRF/src/prior_generators/sparse_depth/DepthEstimator02_NeRF_LLFF.py e6ca4d2cadc77b4c unverified MIT (permissive)
A comparative evaluation of image-to-image translation methods for stain transfer in histopathology 29 Mar 2023 Boehringer-Ingelheim/stain-transfer/src/data_processing/metric_inspection.py 3773b850c359179b unverified BSD-2-Clause (permissive)
Exposing and Addressing Cross-Task Inconsistency in Unified Vision-Language Models 28 Mar 2023 adymaharana/cococon/evaluators/evaluators.py 9e2a5c7d00f0cba5 unverified Apache-2.0 (permissive)
DC-Former: Diverse and Compact Transformer for Person Re-Identification 28 Feb 2023 ant-research/Diverse-and-Compact-Transformer/datasets/bases.py 5f1101145f896208 unverified MIT (permissive)
Reduce, Reuse, Recycle: Compositional Generation with Energy-Based Diffusion Models and MCMC 22 Feb 2023 yilundu/reduce_reuse_recycle/ebm_finetune/utils.py 57fcd456d5810d3b unverified MIT (permissive)
Which Pixel to Annotate: a Label-Efficient Nuclei Segmentation Framework 20 Dec 2022 lhaof/nuseg/CSinGAN/SinGAN/functions.py 4bd941c61a1bfead unverified MIT (permissive)
RbA: Segmenting Unknown Regions Rejected by All 25 Nov 2022 NazirNayal8/RbA/datasets/fishyscapes.py e3cfb201a00b4972 unverified MIT (permissive)
Boosting Few-shot Fine-grained Recognition with Background Suppression and Foreground Alignment 4 Oct 2022 cser-tang-hao/bsfa-fsfg/dataset_loader/train_loader.py e3cbae59cb5ed741 ran MIT (permissive)
On Privacy and Personalization in Cross-Silo Federated Learning 16 Jun 2022 kenziyuliu/private-cross-silo-fl/data_utils/adni_dataset.py 50f93eef977f4e82 unverified MIT (permissive)
Blended Latent Diffusion 6 Jun 2022 omriav/blended-latent-diffusion/ldm/image_editor.py 4ade4a4d309afc6d unverified MIT (permissive)
Decomposing NeRF for Editing via Feature Field Distillation 31 May 2022 kwea123/ngp_pl/datasets/color_utils.py ceaf232bde4b9414 unverified MIT (permissive)
Slicing Aided Hyper Inference and Fine-tuning for Small Object Detection 14 Feb 2022 Resham-Sundar/sahi-yolox/sahi/utils/cv.py 7a2ae5c4bf39dd82 unverified MIT (permissive)
Self-Supervised Pre-Training for Transformer-Based Person Re-Identification 23 Nov 2021 damo-cv/TransReID-SSL/transreid_pytorch/datasets/bases.py 5f1101145f896208 unverified MIT recorded; this copy not marked cleared · pointer only
Layered Neural Atlases for Consistent Video Editing 23 Sep 2021 thiagoambiel/NeuralAtlases/core/utils.py 19927e7f348ee165 unverified MIT (permissive)
CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation 13 Sep 2021 cdtrans/cdtrans/datasets/bases.py 5f1101145f896208 unverified MIT (permissive)
Unsupervised Model Adaptation for Continual Semantic Segmentation 26 Sep 2020 serbanstan/mas3-continual/io_utils.py 6a057502641c5c29 unverified MIT (permissive)
RobFR: Benchmarking Adversarial Robustness on Face Recognition 8 Jul 2020 ShawnXYang/Face-Robustness-Benchmark/preprocess/align_methods/face_preprocess.py 79625c2830b046be unverified Apache-2.0 (permissive)
PraNet: Parallel Reverse Attention Network for Polyp Segmentation 13 Jun 2020 Thehunk1206/PRANet-Polyps-Segmentation/polyps_seg_image.py cc515a5c9eee8242 unverified MIT (permissive)
$F$, $B$, Alpha Matting 17 Mar 2020 MarcoForte/FBA-Matting/dataloader.py 4870b97151f983af unverified MIT (permissive)
Towards Face Encryption by Generating Adversarial Identity Masks 15 Mar 2020 shawnxyang/tip-im/align_methods/face_preprocess.py 79625c2830b046be unverified Apache-2.0 (permissive)
GAN-Leaks: A Taxonomy of Membership Inference Attacks against Generative Models 9 Sep 2019 DingfanChen/GAN-Leaks/gan_models/dcgan/utils.py 2c432d530ff1bcb3 unverified MIT (permissive)
HigherHRNet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation 27 Aug 2019 xn1997/HigherHRnet/datasets/bases.py d9cb02ac7b2cd953 unverified MIT (permissive)
ABD-Net: Attentive but Diverse Person Re-Identification 3 Aug 2019 hsfzxjy/dprn/torchreid/dataset_loader.py e3cbae59cb5ed741 ran MIT (permissive)
Towards Robust Monocular Depth Estimation: Mixing Datasets for Zero-shot Cross-dataset Transfer 2 Jul 2019 anlok/depthmap-loktev/utils.py fa28021adde0f186 ran MIT (permissive)
Multi-objects Generation with Amortized Structural Regularization 10 Jun 2019 taufikxu/MOG-ASR/multi_mnist.py 5a7b970a4415e9e3 unverified no licence file found · pointer only
Semantics-Aligned Representation Learning for Person Re-identification 30 May 2019 microsoft/Semantics-Aligned-Representation-Learning-for-Person-Re-identification/torchreid/dataset_loader.py e3cbae59cb5ed741 ran MIT (permissive)
SinGAN: Learning a Generative Model from a Single Natural Image 2 May 2019 Wenyuan-Vincent-Li/sinGAN/SinGAN/functions.py a9664a766916a962 unverified MIT (permissive)
Omni-Scale Feature Learning for Person Re-Identification 2 May 2019 InnovArul/vidreid_cosegmentation/src/video_loader.py 80bda819706e052f unverified Apache-2.0 (permissive)
Gradient-free activation maximization for identifying effective stimuli 1 May 2019 willwx/XDream/xdream/utils.py 9468bedf7c0fb9f4 unverified MIT (permissive)
Joint Discriminative and Generative Learning for Person Re-identification 15 Apr 2019 ivychill/reid/dataset_loader.py 6cd98fed94c1be75 unverified MIT (permissive)
Exploring Randomly Wired Neural Networks for Image Recognition 2 Apr 2019 swdsld/RandWire_tensorflow/dataset/mnist/mnist.py 591b652aaf3077eb unverified MIT (permissive)
Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set 20 Mar 2019 thu-ml/at3d/AT3D/align_methods/face_preprocess.py 79625c2830b046be unverified MIT (permissive)
Bag of Tricks and A Strong Baseline for Deep Person Re-identification 17 Mar 2019 lulujianjie/person-reid-tiny-baseline/datasets/bases.py 5f1101145f896208 unverified MIT (permissive)
Fast-SCNN: Fast Semantic Segmentation Network 12 Feb 2019 minus31/Portrait-segmentation/get_matte_mask_from_binary_mask.py 5eba125ca4ddd12a unverified MIT (permissive)
Batch DropBlock Network for Person Re-identification and Beyond 17 Nov 2018 daizuozhuo/batch-dropblock-network/datasets/data_loader.py 80bda819706e052f unverified MIT (permissive)
DARTS: Deceiving Autonomous Cars with Toxic Signs 18 Feb 2018 inspire-group/advml-traffic-sign/lib/utils.py f7c51343819bf34f unverified MIT (permissive)
A Note on the Inception Score 6 Jan 2018 PrateekMunjal/Variational-Approaches-for-Auto-Encoding-Generative-Adversarial-Networks/celebA/alpha_gan.py acd58a3951dd26f2 unverified no licence file found · pointer only
Dynamic Routing Between Capsules 26 Oct 2017 ameliajimenez/capsule-networks-medical-data-challenges/stain_normalization/stain_utils.py c95802bf73f69647 unverified MIT (permissive)
Large-Scale Image Retrieval with Attentive Deep Local Features 19 Dec 2016 nashory/DeLF-pytorch/helper/matcher.py 69b8e79cea9fed25 unverified MIT (permissive)
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network 16 Sep 2016 Nhat-Thanh/ESPCN-Pytorch/utils/common.py 4d448d32e15f04c9 unverified MIT (permissive)
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network 16 Sep 2016 Nhat-Thanh/ESPCN-TF/utils/common.py 05f12c47fb9b8978 unverified MIT (permissive)
Performance Measures and a Data Set for Multi-Target, Multi-Camera Tracking 6 Sep 2016 adhirajghosh/rptm_reid/datasets/data_loading.py 69175269b8ea0573 unverified MIT (permissive)
Accelerating the Super-Resolution Convolutional Neural Network 1 Aug 2016 Nhat-Thanh/FSRCNN-Pytorch/utils/common.py 4d448d32e15f04c9 unverified MIT (permissive)
Accelerating the Super-Resolution Convolutional Neural Network 1 Aug 2016 Nhat-Thanh/FSRCNN-TF/utils/common.py 05f12c47fb9b8978 unverified MIT (permissive)
Autoencoding beyond pixels using a learned similarity metric 31 Dec 2015 PrateekMunjal/Autoencoding-beyond-pixels-using-a-learned-similarity-metric/Celeb-A/vae-gan.py 228f5d43c2691df1 unverified no licence file found · pointer only
Accurate Image Super-Resolution Using Very Deep Convolutional Networks 14 Nov 2015 Nhat-Thanh/VDSR-Pytorch/utils/common.py 4d448d32e15f04c9 unverified MIT (permissive)
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks 4 Jun 2015 JoegameZhou/hrnetv2/src/detecteval.py f3eb19077165d8d2 unverified Apache-2.0 (permissive)
FaceNet: A Unified Embedding for Face Recognition and Clustering 12 Mar 2015 EvgenyDyshlyuk/Deep_Learning_Face_Detection_Embeddings_Clustering/utils.py 707197d12f5a52f2 ran · fixture could not drive it no licence file found · pointer only
Image Super-Resolution Using Deep Convolutional Networks 31 Dec 2014 Nhat-Thanh/SRCNN-Pytorch/utils/common.py 4d448d32e15f04c9 unverified MIT (permissive)
Image Super-Resolution Using Deep Convolutional Networks 31 Dec 2014 Nhat-Thanh/SRCNN-TF/utils/common.py 05f12c47fb9b8978 unverified MIT (permissive)
Very Deep Convolutional Networks for Large-Scale Image Recognition 4 Sep 2014 pat-coady/tiny_imagenet/src/input_pipe.py 62be390ae480ca37 unverified MIT (permissive)
arXiv:aaai_28398 ziwang1121/HTT/datasets/bases.py 5f1101145f896208 unverified MIT (permissive)
arXiv:aaai_20035 liyidi/MPT/PF/ops.py d0fb19a04631c9da unverified MIT (permissive)
arXiv:Cao_Event-Guided_Person_Re-Identification_via_Sparse-Dense_Complementary_Learning_CVPR_2023_paper Chengzhi-Cao/SDCL/event_loader.py 80bda819706e052f unverified MIT (permissive)
arXiv:2024.naacl-long.370 eric-ai-lab/ComCLIP/ComVG/helper_function.py 9f83cd827f895f70 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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