Home › Code › read_images

read_images

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

read_images appears in the code Syntology harvested for 10 papers, as 10 distinct code bodies found in 10 places (a place is one code body under one paper). At least one of them ran in 1 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_images 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 read_images; 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: 2 of the 10 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

10 papers shown of 10, newest first; 10 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. 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
Subject-driven Text-to-Image Generation via Preference-based Reinforcement Learning 16 Jul 2024 andrew-miao/RPO/utils.py fd850f141d6a889a ran MIT (permissive)
Brain-optimized inference improves reconstructions of fMRI brain activity 12 Dec 2023 reesekneeland/Second-Sight/src/utils.py 9f44d74ea57ed382 unverified no licence file found · pointer only
Contextual Residual Aggregation for Ultra High-Resolution Image Inpainting 19 May 2020 duxingren14/Hifill-tensorflow/trainer.py 4a464b401403660e unverified MIT (permissive)
Learning Enriched Features for Real Image Restoration and Enhancement 15 Mar 2020 venkat2319/Mirnet/mirnet/dataloader/common.py 24a1bd3b90502aa0 unverified Apache-2.0 (permissive)
DeepPrivacy: A Generative Adversarial Network for Face Anonymization 10 Sep 2019 hukkelas/DeepPrivacy/deep_privacy/file_util.py 4d957316504de4ac unverified MIT (permissive)
Reducing Network Agnostophobia 9 Nov 2018 ROBOTICSENGINEER/Reducing-Network-Agnostophobia-Center-Loss/MNIST/data_prep.py f3f069af6fdc33f7 unverified GPL-3.0 (copyleft) · pointer only
Multiaccuracy: Black-Box Post-Processing for Fairness in Classification 31 May 2018 amiratag/multiaccuracyboost/utils.py 448d969a51966ef6 unverified MIT (permissive)
Breast density classification with deep convolutional neural networks 10 Nov 2017 nyukat/breast_density_classifier/density_model.py 61fad1c91c9e715c unverified BSD-2-Clause (permissive)
Riemannian approach to batch normalization 27 Sep 2017 MinhyungCho/riemannian-batch-normalization/svhn_input.py 274446b4f9b3634d unverified MIT (permissive)
Learning to Discover Cross-Domain Relations with Generative Adversarial Networks 15 Mar 2017 S-HuaBomb/DiscoGAN-Paddle/discogan/dataset_demo.py 1cb7a2c94a9c90a2 unverified Apache-2.0 (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