Home › Code › BasicLayer

BasicLayer

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

BasicLayer appears in the code Syntology harvested for 56 papers, as 68 distinct code bodies found in 68 places (a place is one code body under one paper). At least one of them ran in 1 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 BasicLayer 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 1 of the 68 distinct code bodies named BasicLayer; 67 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
1ran
67unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 32 of the 68 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

56 papers shown of 56, newest first; 68 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 3 papers added by Syntology; 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
Parallel Swin Transformer-Enhanced 3D MRI-to-CT Synthesis for MRI-Only Radiotherapy Planning added by Syntology 2026-02 (from id) mobaidoctor/med2transformer/utils.py fe715a9fcc9568f4 unverified no licence file found · pointer only
SwinIFS: Landmark-Guided Swin Transformer For Identity-Preserving Face Super-Resolution added by Syntology 2026-01 (from id) Habiba123-stack/SwinIFS/models/network_swinfsr.py 0b183dcd39b6e06d unverified no licence file found · pointer only
UniMRSeg: Unified Modality-Relax Segmentation via Hierarchical Self-Supervised Compensation added by Syntology 2025-09 (from id) Xiaoqi-Zhao-DLUT/UniMRSeg/medical/model/UniMRSeg.py cf078ed58495b4a6 unverified no licence file found · pointer only
HoliTracer: Holistic Vectorization of Geographic Objects from Large-Size Remote Sensing Imagery 22 Jul 2025 vvangfaye/HoliTracer/holitracer/vector/models/base.py 5c7c6cc7711156e2 unverified MIT (permissive)
arXiv:2507.00698 2025-07 (from id) qhfan/MALA/classfication_release/model.py fca7de14e0fad607 unverified no licence file found · pointer only
Latent Space Super-Resolution for Higher-Resolution Image Generation with Diffusion Models 24 Mar 2025 3587jjh/lsrna/lsr/swinir.py bf46e677688a82bb unverified no licence file found · pointer only
Iterative Predictor-Critic Code Decoding for Real-World Image Dehazing 17 Mar 2025 Jiayi-Fu/IPC-Dehaze/basicsr/archs/dehazeToken_arch.py eb571572b02e7a9c unverified licence not identified · pointer only
KVQ: Boosting Video Quality Assessment via Saliency-guided Local Perception 13 Mar 2025 qyp2000/KVQ/vqa/models/kvq.py 5d131053b59593c9 unverified no licence file found · pointer only
One Model for ALL: Low-Level Task Interaction Is a Key to Task-Agnostic Image Fusion 27 Feb 2025 AWCXV/GIFNet/GIFNet_model.py 2108150da68342d0 unverified no licence file found · pointer only
Demystify Mamba in Vision: A Linear Attention Perspective 26 May 2024 LeapLabTHU/MLLA/models/mlla.py 8a4668090d89154b unverified MIT (permissive)
ArchesWeather: An efficient AI weather forecasting model at 1.5° resolution 23 May 2024 gcouairon/archesweather/backbones/archesweather.py 89359b2c512a716b unverified no licence file found · pointer only
WorDepth: Variational Language Prior for Monocular Depth Estimation 4 Apr 2024 Adonis-galaxy/WorDepth/src/networks/wordepth.py 4474d70757f8bbdf unverified no licence file found · pointer only
Efficient Modulation for Vision Networks 29 Mar 2024 ma-xu/efficientmod/models/EfficientMod.py fe615e0ee7a65ace unverified Apache-2.0 (permissive)
Deep Generative Model based Rate-Distortion for Image Downscaling Assessment 22 Mar 2024 IIGROUP/MANIQA/models/maniqa.py 07eec89c3481b3e2 unverified Apache-2.0 (permissive)
KVQ: Kwai Video Quality Assessment for Short-form Videos 11 Feb 2024 lixinustc/kvq-challenge-cvpr-ntire2024/models/backbones/KSVQE_model.py 2041a50857f664d7 unverified no licence file found · pointer only
Context-Guided Spatio-Temporal Video Grounding 3 Jan 2024 HengLan/CGSTVG/models/pipeline.py 07beb481a5933f84 unverified no licence file found · pointer only
Exposure Bracketing Is All You Need For A High-Quality Image 1 Jan 2024 cszhilu1998/selfhdr/models/hdr_transformer.py 0ba43a492181004e unverified licence not identified · pointer only
GET: Group Event Transformer for Event-Based Vision 4 Oct 2023 peterande/get-group-event-transformer/models/GET.py 0fe62915b9760ef0 unverified no licence file found · pointer only
Self-Supervised High Dynamic Range Imaging with Multi-Exposure Images in Dynamic Scenes 3 Oct 2023 cszhilu1998/selfhdr/models/sctnet.py 9b96895c7f3abd02 unverified licence not identified · pointer only
Self-Calibrated Cross Attention Network for Few-Shot Segmentation 18 Aug 2023 sam1224/sccan/model/swin_sccan.py 21b5895b402e5a85 unverified licence not identified · pointer only
Video-FocalNets: Spatio-Temporal Focal Modulation for Video Action Recognition 13 Jul 2023 TalalWasim/Video-FocalNets/classification/videofocalnet.py 5da5482bcfc017c2 unverified no licence file found · pointer only
SwiFT: Swin 4D fMRI Transformer 12 Jul 2023 transconnectome/swift/project/module/models/swin4d_transformer_ver7.py 64670e8bbebf37ee unverified Apache-2.0 (permissive)
Hidden Biases of End-to-End Driving Models 13 Jun 2023 autonomousvision/carla_garage/team_code/transfuser.py 877ecd68b92683ed unverified MIT (permissive)
CiT-Net: Convolutional Neural Networks Hand in Hand with Vision Transformers for Medical Image Segmentation 6 Jun 2023 SR0920/CiT-Net/CiT_Net_T.py dcbaeead298dfefc unverified no licence file found · pointer only
LipsFormer: Introducing Lipschitz Continuity to Vision Transformers 19 Apr 2023 idea-research/lipsformer/models/lipsformer_swin.py 585a6cfefd2fda73 unverified Apache-2.0 (permissive)
RIDCP: Revitalizing Real Image Dehazing via High-Quality Codebook Priors 8 Apr 2023 RQ-Wu/RIDCP_dehazing/basicsr/archs/dehaze_vq_weight_arch.py 5bab9cf0da278cdd unverified licence not identified · pointer only
Learning Federated Visual Prompt in Null Space for MRI Reconstruction 28 Mar 2023 chunmeifeng/fedpr/models/vit_prompt/swin_transformer.py 00c6386e6e9ac281 unverified no licence file found · pointer only
Scanning Only Once: An End-to-end Framework for Fast Temporal Grounding in Long Videos 15 Mar 2023 afcedf/SOONet/src/models/model.py 5c4c105e0212ddb2 unverified no licence file found · pointer only
Masked Image Modeling with Local Multi-Scale Reconstruction 9 Mar 2023 huawei-noah/Efficient-Computing/Self-supervised/LocalMIM/Swin/models_mim.py ec180995b19188ee unverified no licence file found · pointer only
Improving Scene Text Image Super-resolution via Dual Prior Modulation Network 21 Feb 2023 jdfxzzy/DPMN/model/pgrm.py fa89cab9061b79c3 unverified MIT (permissive)
Towards Geospatial Foundation Models via Continual Pretraining 9 Feb 2023 mmendiet/GFM/models/teacher.py f9cb0272072fa750 unverified Apache-2.0 (permissive)
Explicitly Increasing Input Information Density for Vision Transformers on Small Datasets 25 Oct 2022 xiangyu8/densevt/models/focalvit.py bd1c47736a9b3030 unverified no licence file found · pointer only
Accurate Image Restoration with Attention Retractable Transformer 4 Oct 2022 gladzhang/art/basicsr/archs/art_arch.py cce56a347b2404f9 unverified Apache-2.0 (permissive)
Domain Randomization-Enhanced Depth Simulation and Restoration for Perceiving and Grasping Specular and Transparent Objects 7 Aug 2022 PKU-EPIC/DREDS/CatePoseEstimation/networks/SwinDRNet.py 9587cef5101c5367 unverified no licence file found · pointer only
Per-Clip Video Object Segmentation 3 Aug 2022 pkyong95/PCVOS/inference_core_yv.py 4efb16c4894ebc50 unverified GPL-3.0 (copyleft) · pointer only
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation 22 Jul 2022 Seokju-Cho/Volumetric-Aggregation-Transformer/model/vat.py 30c94d4ce2dcc31b unverified MIT (permissive)
TinyViT: Fast Pretraining Distillation for Small Vision Transformers 21 Jul 2022 microsoft/cream/TinyViT/models/tiny_vit.py fc889c3a06667369 unverified MIT (permissive)
FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling 6 Jul 2022 timothyhtimothy/FAST-VQA/fastvqa/models/swin_backbone.py 2058ed1a750032c1 unverified licence not identified · pointer only
Reinforced Swin-Convs Transformer for Underwater Image Enhancement 1 May 2022 TingdiRen/URSCT-SESR/model/URSCT_model.py b81306d0c7f4036b unverified MIT (permissive)
K-LITE: Learning Transferable Visual Models with External Knowledge 20 Apr 2022 microsoft/klite/model/model.py 30fb736aaa42b89d unverified MIT (permissive)
MiniViT: Compressing Vision Transformers with Weight Multiplexing 14 Apr 2022 microsoft/AutoML/MiniViT/Mini-Swin/models/swin_transformer_minivit.py 2cbff10d73eb7a6c unverified MIT (permissive)
MatteFormer: Transformer-Based Image Matting via Prior-Tokens 29 Mar 2022 webtoon/matteformer/networks/encoders/MatteFormer.py 0ff17c6f3aabd80e unverified Apache-2.0 (permissive)
End-to-End Transformer Based Model for Image Captioning 29 Mar 2022 jchenghu/expansionnet_v2/models/End_ExpansionNet_v2.py 57addd57b713784d unverified MIT (permissive)
End-to-End Transformer Based Model for Image Captioning 29 Mar 2022 232525/PureT/models/pure_transformer.py a383a407c29985a1 unverified no licence file found · pointer only
Transformer-empowered Multi-scale Contextual Matching and Aggregation for Multi-contrast MRI Super-resolution 26 Mar 2022 XAIMI-Lab/McMRSR/networks/network_mcmrsr.py 7a31c947bc678b9f unverified no licence file found · pointer only
Visual Prompt Tuning 23 Mar 2022 heekhero/DTL/classification/models/swin_transformer.py 5d05f06f1874a08e unverified no licence file found · pointer only
Adaptive Patch Exiting for Scalable Single Image Super-Resolution 22 Mar 2022 littlepure2333/APE/model/swinir_ape.py 78b5f0f450e9e964 unverified no licence file found · pointer only
Auto-scaling Vision Transformers without Training 24 Feb 2022 vita-group/asvit/lib/models/cell_infers/transformer.py b2518344f4bc70d1 unverified MIT (permissive)
ViTAEv2: Vision Transformer Advanced by Exploring Inductive Bias for Image Recognition and Beyond 21 Feb 2022 yangyucheng000/papercode-2/STViT-Mindspore-main/models/stvit.py 6ff0493f05a12074 unverified Apache-2.0 (permissive)
When Shift Operation Meets Vision Transformer: An Extremely Simple Alternative to Attention Mechanism 26 Jan 2022 microsoft/SPACH/models/shiftvit.py 025a8da133d73582 ran · metamorphic tier: deterministic MIT (permissive)
SimMIM: A Simple Framework for Masked Image Modeling 18 Nov 2021 impiga/plain-detr/models/swin_transformer_v2.py 590e8cc54154effc unverified MIT (permissive)
SwinIR: Image Restoration Using Swin Transformer 23 Aug 2021 pilot7747/sldl/sldl/image/swinir.py b8c4b72467b45853 unverified Apache-2.0 (permissive)
SwinIR: Image Restoration Using Swin Transformer 23 Aug 2021 mv-lab/swin2sr/models/network_swin2sr.py 4b45c8b3f6e06e21 unverified Apache-2.0 (permissive)
SwinIR: Image Restoration Using Swin Transformer 23 Aug 2021 skchen1993/SwinIR/models/network_swinir.py c0fa116516c7281e unverified no licence file found · pointer only
SwinIR: Image Restoration Using Swin Transformer 23 Aug 2021 XPixelGroup/BasicSR/basicsr/archs/swinir_arch.py b03980f33707e7ed unverified Apache-2.0 (permissive)
Efficient Self-supervised Vision Transformers for Representation Learning 17 Jun 2021 microsoft/esvit/models/swin_transformer.py c3e0b48845da21b7 unverified MIT (permissive)
RegionViT: Regional-to-Local Attention for Vision Transformers 4 Jun 2021 dc3ea9f/RegionViT/models/region_vit.py 23ae2961428275c4 unverified MIT (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 shkarupa-alex/tfswin/tfswin/model.py 1958c5f7b5ac82b3 unverified MIT (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 SwinTransformer/Transformer-SSL/models/swin_transformer.py 2c88fba60fcd99b7 unverified MIT (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 microsoft/Swin-Transformer/models/swin_transformer.py f00ea1a7a322767d unverified MIT (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 towhee-io/towhee/towhee/models/swin_transformer/model.py 6344b85f7d9ebade unverified Apache-2.0 (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 sayakpaul/swin-transformers-tf/swins/models.py a0bfd22cb614f7c6 unverified Apache-2.0 (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 rami0205/ngramswin/my_model/swinirng.py d44c4e098d43ffa8 unverified Apache-2.0 (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 Gojay001/toolkit-DeepLearning/torch_model/swin_transformer_cls.py 97aeb90837045df5 unverified no licence file found · pointer only
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 ayanglab/swinganmr/models/network_swinmr.py 9000b0cc9c4695a5 unverified Apache-2.0 (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 rishigami/Swin-Transformer-TF/swintransformer/model.py 8aa8f6fd59352c98 unverified Apache-2.0 (permissive)
RAFT: Recurrent All-Pairs Field Transforms for Optical Flow 26 Mar 2020 esakak/sevc/src/models/submodels/RSTB.py 6e27a7978c935cc6 unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 HzcIrving/DeepLearning_PlayGround/Swin-Transformer/Model.py b2c1bde4fc408fd2 unverified 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