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calculate_fid

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

calculate_fid appears in the code Syntology harvested for 26 papers, as 16 distinct code bodies found in 27 places (a place is one code body under one paper). At least one of them ran in 18 of the papers; 7 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 calculate_fid 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 8 of the 16 distinct code bodies named calculate_fid; 8 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
7ran
8unverified
7fingerprinted

Licence is a property of each copy, so it is counted per place: 10 of the 27 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

26 papers shown of 26, newest first; 27 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
Auto-Regressive Moving Diffusion Models for Time Series Forecasting 12 Dec 2024 daxin007/armd/Utils/context_fid.py 20a4af10369ee6be ran · honoured contract fingerprinted MIT (permissive)
Hidden in the Noise: Two-Stage Robust Watermarking for Images 5 Dec 2024 Kasraarabi/Hidden-in-the-Noise/inpainting.py 77b4519fb573daf7 unverified no licence file found · pointer only
FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image Restoration 2 Dec 2024 House-Leo/FoundIR/metrics/fid.py 1d7ce6d6dd7ff5c1 ran MIT (permissive)
FM-TS: Flow Matching for Time Series Generation 12 Nov 2024 unites-lab/fmts/FMTS/Utils/context_fid.py 20a4af10369ee6be ran · honoured contract fingerprinted no licence file found · pointer only
Understanding Variational Autoencoders with Intrinsic Dimension and Information Imbalance 4 Nov 2024 bancaditalia/understanding-variational-autoencoders-with-intrinsic-dimension-and-information-imbalance/vae_framework/utils/analysing_utils.py 5b90856055b90f54 unverified AGPL-3.0 (copyleft) · pointer only
Deciphering Cross-Modal Alignment in Large Vision-Language Models with Modality Integration Rate 9 Oct 2024 shikiw/modality-integration-rate/mir_util.py 708dccbfcaada399 ran fingerprinted MIT (permissive)
KnowledgeSG: Privacy-Preserving Synthetic Text Generation with Knowledge Distillation from Server 8 Oct 2024 wwh0411/KnowledgeSG/evaluation/similarity.py 7fedf1b6457b251e ran fingerprinted no licence file found · pointer only
Unifying Causal Representation Learning with the Invariance Principle 4 Sep 2024 causallearningai/istant/src/fid.py 96b4601bba4ef6a5 ran fingerprinted MIT (permissive)
DAVIDE: Depth-Aware Video Deblurring 2 Sep 2024 germanftv/DAVIDE-Benckmark/basicsr/metrics/fid.py 1d7ce6d6dd7ff5c1 ran MIT (permissive)
Generative Unlearning for Any Identity 16 May 2024 KHU-AGI/GUIDE/evaluate_fid.py cd2592a84ba8679b ran fingerprinted no licence file found · pointer only
Retinexmamba: Retinex-based Mamba for Low-light Image Enhancement 6 May 2024 YhuoyuH/RetinexMamba/basicsr/metrics/fid.py 1d7ce6d6dd7ff5c1 ran MIT (permissive)
Activating Wider Areas in Image Super-Resolution 13 Mar 2024 arsenalcheng/mma/basicsr/metrics/fid.py 12e4da1c3a5ba27b unverified Apache-2.0 (permissive)
Differentially Private Synthetic Data via Foundation Model APIs 2: Text 4 Mar 2024 AI-secure/aug-pe/metric.py fb7941cb1fafb89d ran fingerprinted Apache-2.0 (permissive)
Diffusion-TS: Interpretable Diffusion for General Time Series Generation 4 Mar 2024 y-debug-sys/diffusion-ts/Utils/context_fid.py 20a4af10369ee6be ran · honoured contract fingerprinted MIT (permissive)
CascadedGaze: Efficiency in Global Context Extraction for Image Restoration 26 Jan 2024 Ascend-Research/CascadedGaze/basicsr/metrics/fid.py 1d7ce6d6dd7ff5c1 ran MIT (permissive)
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring 29 Dec 2023 thqiu0419/mlwnet/basicsr/metrics/fid.py 1d7ce6d6dd7ff5c1 ran no licence file found · pointer only
TSGBench: Time Series Generation Benchmark 7 Sep 2023 yihaoang/tsgbench/src/evaluation.py 7fedf1b6457b251e ran fingerprinted no licence file found · pointer only
MB-TaylorFormer: Multi-branch Efficient Transformer Expanded by Taylor Formula for Image Dehazing 27 Aug 2023 fvl2020/iccv-2023-mb-taylorformer/basicsr/metrics/fid.py 1d7ce6d6dd7ff5c1 ran no licence file found · pointer only
MosaiQ: Quantum Generative Adversarial Networks for Image Generation on NISQ Computers 22 Aug 2023 SilverEngineered/MosaiQ/mosaiq.py 7fedf1b6457b251e ran fingerprinted no licence file found · pointer only
MosaiQ: Quantum Generative Adversarial Networks for Image Generation on NISQ Computers 22 Aug 2023 SilverEngineered/MosaiQ/patchgan.py 78469f28fe2b6979 ran fingerprinted no licence file found · pointer only
RSMT: Real-time Stylized Motion Transition for Characters 21 Jun 2023 yuyujunjun/rsmt-realtime-stylized-motion-transition/benchmark.py 900e189485f326e2 unverified Apache-2.0 (permissive)
Vector Quantized Time Series Generation with a Bidirectional Prior Model 8 Mar 2023 danelee2601/supervised-fcn/supervised_FCN/example_compute_FID.py 2ddb5d4fd13cf25d unverified MIT (permissive)
KBNet: Kernel Basis Network for Image Restoration 6 Mar 2023 zhangyi-3/kbnet/basicsr/metrics/fid.py 1d7ce6d6dd7ff5c1 ran MIT (permissive)
It Takes Two: Learning to Plan for Human-Robot Cooperative Carrying 26 Sep 2022 eleyng/cooperative_planner/utils/stats.py 4994ba2de5da1d5f unverified MIT (permissive)
Simple Baselines for Image Restoration 10 Apr 2022 murufeng/FUIR/basicsr/metrics/fid.py 1d7ce6d6dd7ff5c1 ran Apache-2.0 (permissive)
Learning to Paint With Model-based Deep Reinforcement Learning 11 Mar 2019 pschaldenbrand/ContentMaskedLoss/fid.py c3ce44b77ba5ecb6 unverified MIT (permissive)
arXiv:openreview_Y3cUZ8fNnu chouliuzuo/IVQ/vision_experiment/score/score_functions.py d732beae348368a7 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