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deprocess_image

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

deprocess_image appears in the code Syntology harvested for 9 papers, as 10 distinct code bodies found in 11 places (a place is one code body under one paper). At least one of them ran in 4 of the papers; 4 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 deprocess_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 4 of the 10 distinct code bodies named deprocess_image; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
1ran · violated contract
0ran · our draft was wrong
2ran · fixture could not drive it
0ran
6unverified
4fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 11 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

9 papers shown of 9, newest first; 11 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
ViT-CX: Causal Explanation of Vision Transformers 6 Nov 2022 vaynexie/CausalX-ViT/ViT_CX/cam/utils/image.py 672d3d84a89bbafa ran · violated contract fingerprinted CC0-1.0 (permissive)
Sanity Simulations for Saliency Methods 13 May 2021 wnstlr/SMERF/smerf/grad_cam_utils.py d5697f4c1b9cbdaa unverified MIT (permissive)
Face Sketch Synthesis with Style Transfer using Pyramid Column Feature 18 Sep 2020 chaofengc/Face-Sketch/utils/img_process.py 584bbcc80a4505a1 unverified MIT (permissive)
Diverse feature visualizations reveal invariances in early layers of deep neural networks 27 Jul 2018 sacadena/diverse_feature_vis/diverse_vis_functions.py e5e8e8a0eb923ad9 unverified MIT (permissive)
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization 7 Oct 2016 yaleCat/Grad-CAM-pytorch/grad_cam.py 672d3d84a89bbafa ran · violated contract fingerprinted no licence file found · pointer only
Ambient Sound Provides Supervision for Visual Learning 25 Aug 2016 rowhanm/ambient-sound-self-supervision/downstream_evaluation/grad_ascent.py d7e0681d7b94b304 unverified MIT (permissive)
A guide to convolution arithmetic for deep learning 23 Mar 2016 marbleton/FPGA_MNIST/net/MNIST_2_0/generate_images.py 99aff033f30ffad7 unverified MIT (permissive)
A Neural Algorithm of Artistic Style 26 Aug 2015 RyanWu2233/Style_Transfer/Gatys_Style_Transfer.py f5824548bce0cf77 ran · fixture could not drive it fingerprinted no licence file found · pointer only
A Neural Algorithm of Artistic Style 26 Aug 2015 Anna996/Neural-Style-Transfer-Project/project.py 20622f082cf94c34 ran · fixture could not drive it fingerprinted no licence file found · pointer only
A Neural Algorithm of Artistic Style 26 Aug 2015 Shilpil/style-transfer/load_process_img.py 23013fe9f6818d01 unverified MIT (permissive)
Understanding Deep Image Representations by Inverting Them 26 Nov 2014 ukky17/invert_MV_pytorch/invert_MV.py 97f55f370f2dec5f ran · honoured contract fingerprinted 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