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DoubleConv

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

DoubleConv appears in the code Syntology harvested for 23 papers, as 35 distinct code bodies found in 35 places (a place is one code body under one paper). At least one of them ran in 20 of the papers; 28 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 DoubleConv 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 32 of the 35 distinct code bodies named DoubleConv; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
31ran
3unverified
28fingerprinted

Licence is a property of each copy, so it is counted per place: 19 of the 35 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

23 papers shown of 23, newest first; 35 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, and the graph's for 5 papers added by Syntology. 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
FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates added by Syntology 2026-02 (from id) Lan-zs/FluxNet/src/models/fluxnet_d_2d.py d7ae316fec313cd2 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
VAMOS-OCTA: Vessel-Aware Multi-Axis Orthogonal Supervision for Inpainting Motion-Corrupted OCT Angiography Volumes added by Syntology 2026-02 (from id) MedICL-VU/VAMOS-OCTA/models/unet3dhybrid_dynamicfusion.py 22f2b19060fcec6b ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Deep Learning-Based Early-Stage IR-Drop Estimation via CNN added by Syntology 2026-01 (from id) riteshbhadana/IR-Drop-Predictor/src/model.py c849a67d2a1f51dd ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Leveraging Persistence Image to Enhance Robustness and Performance in Curvilinear Structure Segmentation added by Syntology 2026-01 (from id) NatsuGao7/TopoUnet/src/topoUnet.py ddc8c6cb943edc8c ran fingerprinted no licence file found · pointer only
CAP-IQA: Context-Aware Prompt-Guided CT Image Quality Assessment added by Syntology 2026-01 (from id) KaziRamisaRifa/capiqa/model.py 300a9716e4eda684 ran fingerprinted MIT (permissive)
Vector Contrastive Learning For Pixel-Wise Pretraining In Medical Vision 25 Jun 2025 YutingHe-list/COVER/models/cover.py adc9b6edca450d82 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
LensNet: An End-to-End Learning Framework for Empirical Point Spread Function Modeling and Lensless Imaging Reconstruction 3 May 2025 baijiesong/Lensnet/models/LensNet.py cc60ef814a11f35c ran fingerprinted MIT (permissive)
Mask Image Watermarking 17 Apr 2025 hurunyi/maskmark/models/Network.py e066873b6a3c1c9c ran fingerprinted MIT (permissive)
Semantics and Spatiality of Emergent Communication 15 Nov 2024 Rotem-BZ/SemanticConsistency/game_parts/vision_architectures.py 370948eb899a342d unverified no licence file found · pointer only
Federated Black-Box Adaptation for Semantic Segmentation 31 Oct 2024 JayParanjape/blackfed/model.py cc6517f4a57fe574 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
WorDepth: Variational Language Prior for Monocular Depth Estimation 4 Apr 2024 Adonis-galaxy/WorDepth/src/networks/wordepth.py 533554e0f3ae3b96 unverified no licence file found · pointer only
LiFT: A Surprisingly Simple Lightweight Feature Transform for Dense ViT Descriptors 21 Mar 2024 havrylovv/isegprobe/core/model/upsamplers/LiFT.py 3aed81779d6fcb10 ran fingerprinted MIT (permissive)
Depth Information Assisted Collaborative Mutual Promotion Network for Single Image Dehazing 2 Mar 2024 zhoushen1/DCMPNet/models/DIACMPN.py 0d0d45169aa1a103 ran fingerprinted MIT (permissive)
Robust-Wide: Robust Watermarking against Instruction-driven Image Editing 2024-02 (from id) hurunyi/Robust-Wide/model.py 3bc37018ec7a5a7e ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Forecasting Tropical Cyclones with Cascaded Diffusion Models 2 Oct 2023 nathzi1505/forecast-diffmodels/imagen/modules.py 9d4e003e7f4b2362 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Ad-hoc Pulse Shape Simulation using Cyclic Positional U-Net 2022-12 (from id) aobol/cpu-net/src/cpunet/network.py 7620f7922ae43e18 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
ScaleFormer: Revisiting the Transformer-based Backbones from a Scale-wise Perspective for Medical Image Segmentation 29 Jul 2022 ZJUGiveLab/ScaleFormer/networks/ScaleFormer.py f797d98272125478 ran fingerprinted no licence file found · pointer only
Interactive Segmentation and Visualization for Tiny Objects in Multi-megapixel Images 21 Apr 2022 cy-xu/cosmic-conn/cosmic_conn/dl_framework/cosmic_conn.py a6244a16ffbe3e77 ran fingerprinted GPL-3.0 (copyleft) · pointer only
Rotation Equivariant Deforestation Segmentation and Driver Classification 25 Oct 2021 joshuamitton/rotation-equivariant-deforestation-segmentation/roteqseg/eq_models.py 0e6c4dcb80d07666 ran MIT (permissive)
FourierNets enable the design of highly non-local optical encoders for computational imaging 21 Apr 2021 turagalab/snapshotscope/snapshotscope/networks/unet/model.py b89fbfc92cb47718 ran MIT (permissive)
ForestNet: Classifying Drivers of Deforestation in Indonesia using Deep Learning on Satellite Imagery 11 Nov 2020 bellasih/multimodal_supercon/model/unet.py 6224b1781438c704 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation 21 Jun 2016 wolny/pytorch-3dunet/pytorch3dunet/unet3d/model.py 00cd22c3bcba8bf8 unverified MIT (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 ashishpapanai/uNet/model/model.py 7b8f1aee30006de7 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 bcmi/madisnet-inharmonious-region-localization/networks/UNet.py 2d7adb8ea78aecb2 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 aschethor/Spline_PINN/unet_parts.py 7e743c61884587fb ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 sk1123344/U-2-NET-and-U-NET/unet.py e368c65d1a92a802 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 shanglianlm0525/CvPytorch/src/models/unet.py e8a6592dc8801af1 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 lyffly/Segmentation_with_my_dataset/unet.py 550cca1b5960ec7e ran fingerprinted no licence file found · pointer only
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 iarai/landslide4sense-2022/model/Networks.py f2cb907dc3555a84 ran fingerprinted MIT (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 lab-midas/med_segmentation/models/components.py 314c459c760b8050 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 clemkoa/u-net/unet/unet.py c96962a5120398ef ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 samplecm/Organogenesis/Model.py 3b9feabec7df2f45 ran · our draft was wrong GPL-3.0 (copyleft) · pointer only
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 EvaBr/AnatomyNets/Networks.py eddd03e4c1df922d ran fingerprinted GPL-3.0 (copyleft) · pointer only
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 galprz/brain-tumor-segmentation/src/models.py a3b49c7280026745 ran fingerprinted no licence file found · pointer only
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 mfp0610/semantic-segmentaion/demo/UNet.py f416b4cf5c864b4e ran · metamorphic tier: invariant fingerprinted 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