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Refine

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

Refine 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 10 of the papers; 2 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 Refine 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 10 of the 10 distinct code bodies named Refine; 0 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
10ran
0unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 7 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
WorDepth: Variational Language Prior for Monocular Depth Estimation 4 Apr 2024 Adonis-galaxy/WorDepth/src/networks/wordepth.py 22c1941ae236e18b ran no licence file found · pointer only
Region-Aware Exposure Consistency Network for Mixed Exposure Correction 28 Feb 2024 kravrolens/RECNet/models/archs/EnhanceN_arch.py a3fe57de5f47b21c ran · metamorphic tier: invariant MIT (permissive)
Frequency-Adaptive Pan-Sharpening with Mixture of Experts 4 Jan 2024 alexhe101/FAME-Net/model/moe.py 489d626b9ca31ffc ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Sparse Sampling Transformer with Uncertainty-Driven Ranking for Unified Removal of Raindrops and Rain Streaks 27 Aug 2023 Ephemeral182/UDR-S2Former_deraining/UDR_S2Former.py 808687d27e8153df ran · metamorphic tier: deterministic no licence file found · pointer only
Hierarchical Memory Matching Network for Video Object Segmentation 23 Sep 2021 Hongje/HMMN/model.py 0aa276a048959a5a ran no licence file found · pointer only
VIL-100: A New Dataset and A Baseline Model for Video Instance Lane Detection 19 Aug 2021 yujun0-0/MMA-Net/libs/models/STM.py 0e0835b53ed7a160 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Guided Interactive Video Object Segmentation Using Reliability-Based Attention Maps 21 Apr 2021 yuk6heo/GIS-RAmap/networks/network.py 3041bd5ec9f44211 ran · metamorphic tier: deterministic MIT (permissive)
Video Instance Segmentation with a Propose-Reduce Paradigm 25 Mar 2021 dvlab-research/proposereduce/mmdet/models/prop_heads/seq_prop_head.py 7e8ca60fbece7dea ran · metamorphic tier: invariant no licence file found · pointer only
Efficient Regional Memory Network for Video Object Segmentation 24 Mar 2021 hzxie/RMNet/models/rmnet.py 47c819e0ff62ea4b ran · metamorphic tier: invariant MIT (permissive)
SwiftNet: Real-time Video Object Segmentation 9 Feb 2021 haochenheheda/SwiftNet/swiftnet.py 7a2451763dfa3a42 ran · metamorphic tier: deterministic no licence file found · pointer only

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