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preprocessing_transforms

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

preprocessing_transforms appears in the code Syntology harvested for 9 papers, as 8 distinct code bodies found in 12 places (a place is one code body under one paper). At least one of them ran in 6 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 preprocessing_transforms 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 5 of the 8 distinct code bodies named preprocessing_transforms; 3 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
5ran
3unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 7 of the 12 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; 12 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; 1 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
RSA: Resolving Scale Ambiguities in Monocular Depth Estimators through Language Descriptions 3 Oct 2024 adonis-galaxy/rsa/RSA/dataloaders/dataloader.py 0d4061613d801f1c ran no licence file found · pointer only
SPIdepth: Strengthened Pose Information for Self-supervised Monocular Depth Estimation 18 Apr 2024 Lavreniuk/SPIdepth/finetune/dataloader.py 92654d948ee55789 ran MIT (permissive)
WorDepth: Variational Language Prior for Monocular Depth Estimation 4 Apr 2024 adonis-galaxy/wordepth/src/dataloaders/dataloader.py 46c295513e59ec5a ran no licence file found · pointer only
RoboDepth: Robust Out-of-Distribution Depth Estimation under Corruptions 23 Oct 2023 cleinc/bts/pytorch/bts_dataloader.py a15a4338bbd4f3c4 ran GPL-3.0 (copyleft) · pointer only
RoboDepth: Robust Out-of-Distribution Depth Estimation under Corruptions 23 Oct 2023 shariqfarooq123/AdaBins/dataloader.py 6df27131b522caee ran GPL-3.0 (copyleft) · pointer only
URCDC-Depth: Uncertainty Rectified Cross-Distillation with CutFlip for Monocular Depth Estimation 16 Feb 2023 shuweishao/urcdc-depth/urcdc/dataloaders/dataloader.py 4f7c1c530e5b46be unverified MIT (permissive)
URCDC-Depth: Uncertainty Rectified Cross-Distillation with CutFlip for Monocular Depth Estimation 16 Feb 2023 shuweishao/urcdc-depth/urcdc/dataloaders/dataloader_kittipred.py ea623328271af85a unverified MIT (permissive)
Attention Attention Everywhere: Monocular Depth Prediction with Skip Attention 17 Oct 2022 ashutosh1807/pixelformer/pixelformer/dataloaders/dataloader_kittipred.py ea623328271af85a unverified MIT recorded; this copy not marked cleared · pointer only
Attention Attention Everywhere: Monocular Depth Prediction with Skip Attention 17 Oct 2022 ashutosh1807/pixelformer/pixelformer/dataloaders/dataloader.py 5041fa3a9230ea8a unverified MIT recorded; this copy not marked cleared · pointer only
Depth Map Decomposition for Monocular Depth Estimation 23 Aug 2022 jyjunmcl/Depth-Map-Decomposition/dataloader.py 6df27131b522caee ran MIT (permissive)
NeW CRFs: Neural Window Fully-connected CRFs for Monocular Depth Estimation 3 Mar 2022 aliyun/NeWCRFs/newcrfs/dataloaders/dataloader.py ea623328271af85a unverified MIT recorded; this copy not marked cleared · pointer only
arXiv:aaai_28383 hisfog/SfMNeXt-Impl/finetune/dataloader.py 92654d948ee55789 ran 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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