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process_image

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

process_image appears in the code Syntology harvested for 43 papers, as 48 distinct code bodies found in 50 places (a place is one code body under one paper). At least one of them ran in 12 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 process_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 12 of the 48 distinct code bodies named process_image; 36 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
1ran · fixture could not drive it
8ran
36unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 16 of the 50 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

43 papers shown of 43, newest first; 50 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 7 papers added by Syntology; 4 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
RL Forgets! Towards Continual Policy Optimization added by Syntology 2026-07 (from id) MaolinLuo/CPO/src/eval/inference.py e93a985e3fa84beb ran MIT (permissive)
Sublinearly Structured Deep Neural Networks Achieve Feature Learning Consistency for Compositional Functions added by Syntology 2026-06 (from id) justinbellucci/cnn-visualizations-pytorch/helper_functions.py 6b646a3452e59064 ran no licence file found · pointer only
Doc-V * : Coarse-to-Fine Interactive Visual Reasoning for Multi-Page Document VQA added by Syntology 2026-04 (from id) SeerRay-Lab/Doc-V/preprocess/resize_images.py ecf7f61f827439e0 unverified no licence file found · pointer only
Few-for-Many Personalized Federated Learning added by Syntology 2026-03 (from id) pgg3/FedFew/PFLlib/system/flcore/servers/serverfedfews.py c7e7971b001d0d94 ran · our draft was wrong MIT (permissive)
Neuro-Symbolic Decoding of Neural Activity added by Syntology 2026-03 (from id) PPWangyc/neurona/src/create_dataset/create_bold5000_scene_graph.py 91cb92ed1cdd73a8 unverified MIT (permissive)
SaFeR-ToolKit: Structured Reasoning via Virtual Tool Calling for Multimodal Safety added by Syntology 2026-03 (from id) hiyouga/EasyR1/verl/utils/dataset.py 9a950b864d329f1c unverified Apache-2.0 (permissive)
VimRAG: Navigating Massive Visual Context in Retrieval-Augmented Generation via Multimodal Memory Graph added by Syntology 2026-02 (from id) Alibaba-NLP/VRAG/VRAG-RL/vrag_agent/generation.py a4157e7f60cde433 unverified no licence file found · pointer only
arXiv:2507.10225 2025-07 (from id) Jarvisgivemeasuit/SynOOD/cleaned/clean_data.py 779f3cc955ee3059 unverified Apache-2.0 (permissive)
Reinforcement Learning Tuning for VideoLLMs: Reward Design and Data Efficiency 2 Jun 2025 appletea233/temporal-r1/verl/utils/dataset.py f433212ee73a9aaa unverified Apache-2.0 (permissive)
Unraveling the Effects of Synthetic Data on End-to-End Autonomous Driving 23 Mar 2025 cancaries/SceneCrafter/data_utils/img_utils.py e614ea9c40d89637 unverified MIT (permissive)
FantasyID: Face Knowledge Enhanced ID-Preserving Video Generation 2025-02 (from id) Fantasy-AMAP/fantasy-id/models/pipeline_id.py c17ad34b7b0cba0e unverified Apache-2.0 (permissive)
Ingredients: Blending Custom Photos with Video Diffusion Transformers 3 Jan 2025 feizc/ingredients/models/pipeline_ingredients.py c17ad34b7b0cba0e unverified Apache-2.0 (permissive)
Reducing Hallucinations in Vision-Language Models via Latent Space Steering 21 Oct 2024 shengliu66/vti/vti_utils/icv_utils.py c9105024c097d7ad ran · our draft was wrong no licence file found · pointer only
MultiChartQA: Benchmarking Vision-Language Models on Multi-Chart Problems 18 Oct 2024 zivenzhu/multi-chart-qa/code/evaluate_idefics.py 2c0c7138e6b654e5 ran licence not identified · pointer only
E-Motion: Future Motion Simulation via Event Sequence Diffusion 11 Oct 2024 p4r4mount/E-Motion/utils/event_utils.py 5de74835fc787582 ran no licence file found · pointer only
SOS: Segment Object System for Open-World Instance Segmentation With Object Priors 22 Sep 2024 chwilms/SOS/prompt_generation/generate_UNet_prompts.py 3ab9cb66523e7219 unverified GPL-3.0 (copyleft) · pointer only
SOS: Segment Object System for Open-World Instance Segmentation With Object Priors 22 Sep 2024 chwilms/SOS/prompt_generation/generate_CAM_prompts.py a1d7fe1eebbdaa01 unverified GPL-3.0 (copyleft) · pointer only
SOS: Segment Object System for Open-World Instance Segmentation With Object Priors 22 Sep 2024 chwilms/SOS/prompt_generation/generate_DINO_prompts.py 47bbfea5c8165567 unverified GPL-3.0 (copyleft) · pointer only
SOS: Segment Object System for Open-World Instance Segmentation With Object Priors 22 Sep 2024 chwilms/SOS/prompt_generation/generate_VOCUS_prompts.py a6d4a66dd27fa46e unverified GPL-3.0 (copyleft) · pointer only
SOS: Segment Object System for Open-World Instance Segmentation With Object Priors 22 Sep 2024 chwilms/SOS/prompt_generation/generate_contour_prompts.py 711f5743764832db unverified GPL-3.0 (copyleft) · pointer only
SOS: Segment Object System for Open-World Instance Segmentation With Object Priors 22 Sep 2024 chwilms/sos/prompt_generation/generate_dist_prompts.py d78217b489bd4bc3 unverified GPL-3.0 (copyleft) · pointer only
SOS: Segment Object System for Open-World Instance Segmentation With Object Priors 22 Sep 2024 chwilms/sos/prompt_generation/generate_spx_prompts.py 21561cb58a5f9707 unverified GPL-3.0 (copyleft) · pointer only
Rethinking Image Super-Resolution from Training Data Perspectives 1 Sep 2024 gohtanii/DiverSeg-dataset/blockiness/calc_blockiness.py 6f93b531ec14ffeb ran · fixture could not drive it MIT (permissive)
PID: Physics-Informed Diffusion Model for Infrared Image Generation 12 Jul 2024 fangyuanmao/pid/TeVNet/tev2hsv.py 35e783a8a8eff097 ran MIT (permissive)
Accelerating Transformers with Spectrum-Preserving Token Merging 25 May 2024 hchautran/PiToMe/main_ic.py 3d5861107eab1eed unverified licence not identified · pointer only
LVLM-Interpret: An Interpretability Tool for Large Vision-Language Models 3 Apr 2024 IntelLabs/lvlm-interpret/utils_model.py 6db878fefb797d88 ran Apache-2.0 (permissive)
CogCoM: Train Large Vision-Language Models Diving into Details through Chain of Manipulations 6 Feb 2024 thudm/cogcom/cogcom/utils/chat.py 7e55993d5a3ea8b2 ran licence not identified · pointer only
Aligning and Prompting Everything All at Once for Universal Visual Perception 4 Dec 2023 earth-insights/ClassTrans/src/dataset/utils.py 09e34c3bca52dcda unverified MIT (permissive)
What Makes for Good Visual Instructions? Synthesizing Complex Visual Reasoning Instructions for Visual Instruction Tuning 2 Nov 2023 rucaibox/comvint/ComVint/dataprocess/convert_flickr30k.py 07ed32fa68e418e5 unverified no licence file found · pointer only
Battle of the Backbones: A Large-Scale Comparison of Pretrained Models across Computer Vision Tasks 30 Oct 2023 unveilx/slm-od-ml-comparison/model/detr/code/common_utils.py 25fa358fbfbdb224 unverified MIT (permissive)
Diffuse, Attend, and Segment: Unsupervised Zero-Shot Segmentation using Stable Diffusion 23 Aug 2023 google/diffseg/diffseg/utils.py 145bd246f65e64ca ran MIT (permissive)
MatFuse: Controllable Material Generation with Diffusion Models 22 Aug 2023 giuvecchio/matfuse-sd/src/utils/inference_helpers.py 57dc047ce3d16a0b unverified MIT (permissive)
GPFL: Simultaneously Learning Global and Personalized Feature Information for Personalized Federated Learning 20 Aug 2023 TsingZ0/PFL-Non-IID/system/flcore/clients/clientgpfl.py eeaf321abdedfa1f ran · our draft was wrong Apache-2.0 (permissive)
TheoremQA: A Theorem-driven Question Answering dataset 21 May 2023 THUDM/VisualGLM-6B/model/chat.py 69186ccf8ef0fe53 unverified Apache-2.0 (permissive)
eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert Denoisers 2 Nov 2022 cross-domain-compositing/cross-domain-compositing/SVR/augment_ShapeNet_data.py ce5593d971584146 unverified MIT (permissive)
PP-YOLOE: An evolved version of YOLO 30 Mar 2022 Gaurav14cs17/YOLOE/inference.py ead7b82265ee7f37 unverified MIT (permissive)
Caption Enriched Samples for Improving Hateful Memes Detection 22 Sep 2021 IBM/MAX-Image-Caption-Generator/core/ops/image_processing.py 26aeb9e0cd490be4 unverified Apache-2.0 (permissive)
S$^3$VAADA: Submodular Subset Selection for Virtual Adversarial Active Domain Adaptation 18 Sep 2021 val-iisc/s3vaada/datasets/preprocess_office-home.py 6d9202848251517d unverified MIT (permissive)
Face.evoLVe: A High-Performance Face Recognition Library 19 Jul 2021 ZhaoJ9014/face.evoLVe.PyTorch/applications/align/face_resize.py 7602c80bf6e65b82 unverified MIT (permissive)
MTL-NAS: Task-Agnostic Neural Architecture Search towards General-Purpose Multi-Task Learning 31 Mar 2020 bhpfelix/MTLNAS/core/utils/visualization.py e85c27ee7db9da35 unverified Apache-2.0 (permissive)
Adaptive Wing Loss for Robust Face Alignment via Heatmap Regression 16 Apr 2019 affromero/SMILE/metrics/identity_model.py 011d1c9dcf2417ee unverified MIT (permissive)
EMNIST: an extension of MNIST to handwritten letters 17 Feb 2017 Lornatang/TensorFlow-MNIST/v0_2/dataset.py 8f4ab24d39a5686c unverified Apache-2.0 (permissive)
Show and Tell: Lessons learned from the 2015 MSCOCO Image Captioning Challenge 21 Sep 2016 brandontrabucco/im2txt_express/im2txt_express/ops/image_processing.py 00dd21191623ca8c unverified MIT (permissive)
A guide to convolution arithmetic for deep learning 23 Mar 2016 marbleton/FPGA_MNIST/net/MNIST_2_0/generate_images.py f1436be1d5ded375 unverified MIT (permissive)
Continuous Deep Q-Learning with Model-based Acceleration 2 Mar 2016 AndrewJWashington/protodriver/protodriver/utils.py bfa31334a3b80f82 unverified MIT (permissive)
Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs) 23 Nov 2015 barrykidney/CarND-Behavioral-Cloning-P3/model.py 7f3ca20b354d2c4b unverified MIT (permissive)
Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs) 23 Nov 2015 barrykidney/CarND-Behavioral-Cloning-P3/drive.py 8cb7962d35c1053c unverified MIT (permissive)
arXiv:openreview_Y1PXB8HBV7 youwyouw/mirl-main/verl/utils/dataset.py 9a950b864d329f1c unverified Apache-2.0 (permissive)
arXiv:Hajimiri_A_Strong_Baseline_for_Generalized_Few-Shot_Semantic_Segmentation_CVPR_2023_paper sinahmr/DIaM/src/dataset/utils.py 08a731405d6d9377 unverified MIT (permissive)
arXiv:2025.findings-emnlp.103 yha9806/VULCA-EMNLP2025/src/preprocess.py 4329f9e63fcb7c3a 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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