Home › Code › WindowAttention

WindowAttention

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

WindowAttention appears in the code Syntology harvested for 50 papers, as 67 distinct code bodies found in 67 places (a place is one code body under one paper). At least one of them ran in 42 of the papers; 3 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 WindowAttention 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 53 of the 67 distinct code bodies named WindowAttention; 14 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
53ran
14unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 26 of the 67 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

50 papers shown of 50, newest first; 67 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
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 ec0641f25c119be3 ran no licence file found · pointer only
HSSDCT: Factorized Spatial-Spectral Correlation for Hyperspectral Image Fusion added by Syntology 2026-02 (from id) jemmyleee/HSSDCT/models/hssdct.py 18a7a8e02b440dd4 ran · metamorphic tier: deterministic no licence file found · pointer only
SHARE: A Fully Unsupervised Framework for Single Hyperspectral Image Restoration added by Syntology 2026-01 (from id) xuwayyy/SHARE/models/share.py 63cdb2ab409e5b05 ran · metamorphic tier: deterministic 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 f16148fe3b60d865 ran · metamorphic tier: invariant no licence file found · pointer only
Hilbert-Guided Sparse Local Attention added by Syntology 2025-11 (from id) Yunge6666/Hilbert-Local-Attention/hwt.py 2132f2ba5f5ca484 ran MIT (permissive)
HoliTracer: Holistic Vectorization of Geographic Objects from Large-Size Remote Sensing Imagery 22 Jul 2025 vvangfaye/HoliTracer/holitracer/vector/models/base.py 29f2571a39169e89 ran · metamorphic tier: invariant MIT (permissive)
Latent Space Super-Resolution for Higher-Resolution Image Generation with Diffusion Models 24 Mar 2025 3587jjh/lsrna/lsr/swinir.py c03392ec1f6065d1 ran 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 043b34b25af94079 ran · metamorphic tier: deterministic licence not identified · 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 fe88351dfc69995c ran no licence file found · pointer only
FeatSharp: Your Vision Model Features, Sharper 22 Feb 2025 nvlabs/radio/radio/eradio_model.py d2498ee9f64b719e unverified licence not identified · pointer only
A Semi-supervised Nighttime Dehazing Baseline with Spatial-Frequency Aware and Realistic Brightness Constraint 27 Mar 2024 Xiaofeng-life/SFSNiD/methods/MyNightDehazing/SFSNiD.py a6f8738670f038ed ran no licence file found · pointer only
Deep Generative Model based Rate-Distortion for Image Downscaling Assessment 22 Mar 2024 IIGROUP/MANIQA/models/maniqa.py 934603402f30a8bf ran Apache-2.0 (permissive)
Transcending the Limit of Local Window: Advanced Super-Resolution Transformer with Adaptive Token Dictionary 16 Jan 2024 labshuhanggu/adaptive-token-dictionary/basicsr/archs/atd_arch.py f6d717e16606d5e6 ran Apache-2.0 (permissive)
Exposure Bracketing Is All You Need For A High-Quality Image 1 Jan 2024 cszhilu1998/selfhdr/models/hdr_transformer.py ca1ec32fe03f087d ran · metamorphic tier: deterministic licence not identified · pointer only
GET: Group Event Transformer for Event-Based Vision 4 Oct 2023 peterande/get-group-event-transformer/models/GET.py 4b0f05c87c76da57 ran no licence file found · pointer only
Towards Real-World Burst Image Super-Resolution: Benchmark and Method 9 Sep 2023 yjsunnn/FBANet/model.py b9d721c692df1a80 unverified MIT (permissive)
RawHDR: High Dynamic Range Image Reconstruction from a Single Raw Image 5 Sep 2023 jackzou233/RawHDR/model.py 0d0e50939bd5ae2c ran · metamorphic tier: deterministic MIT (permissive)
Jumping through Local Minima: Quantization in the Loss Landscape of Vision Transformers 21 Aug 2023 enyac-group/evol-q/joint_evol_opt.py 51db0bbb72998d98 unverified Apache-2.0 (permissive)
SwinLSTM:Improving Spatiotemporal Prediction Accuracy using Swin Transformer and LSTM 19 Aug 2023 SongTang-x/SwinLSTM/SwinLSTM_B.py b338c06cfc49760e ran MIT (permissive)
HVTSurv: Hierarchical Vision Transformer for Patient-Level Survival Prediction from Whole Slide Image 30 Jun 2023 szc19990412/HVTSurv/models/HVTSurv.py 6caf9d428f7c737c ran MIT (permissive)
FasterViT: Fast Vision Transformers with Hierarchical Attention 9 Jun 2023 NVlabs/FasterViT/fastervit/models/faster_vit.py c8568529946c5652 unverified licence not identified · pointer only
LipsFormer: Introducing Lipschitz Continuity to Vision Transformers 19 Apr 2023 idea-research/lipsformer/models/lipsformer_swin.py 1f9b66b45a3405ea ran 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 48e41377ffa75208 ran licence not identified · pointer only
Xformer: Hybrid X-Shaped Transformer for Image Denoising 11 Mar 2023 gladzhang/xformer/basicsr/models/archs/Xformer_arch.py 4781ef943f218cfc ran no licence file found · pointer only
HumanBench: Towards General Human-centric Perception with Projector Assisted Pretraining 10 Mar 2023 OpenGVLab/HumanBench/PATH/core/models/backbones/vitdet_for_ladder_attention_share_pos_embed.py fc286c766c71de79 unverified MIT (permissive)
Masked Image Modeling with Local Multi-Scale Reconstruction 9 Mar 2023 huawei-noah/Efficient-Computing/Self-supervised/LocalMIM/Swin/models_mim.py 7ae6eb99ab3a983c ran 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 652d7deae22ba88d ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Towards Geospatial Foundation Models via Continual Pretraining 9 Feb 2023 mmendiet/GFM/models/teacher.py 75a4b41ca513386c ran · metamorphic tier: invariant Apache-2.0 (permissive)
Explicitly Increasing Input Information Density for Vision Transformers on Small Datasets 25 Oct 2022 xiangyu8/densevt/models/focalvit.py 3ca18b8b2792fa48 ran · metamorphic tier: deterministic no licence file found · pointer only
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 e72484de5dddeb6b ran · metamorphic tier: deterministic no licence file found · pointer only
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation 22 Jul 2022 Seokju-Cho/Volumetric-Aggregation-Transformer/model/vat.py c45ba97aae362041 ran MIT (permissive)
EleGANt: Exquisite and Locally Editable GAN for Makeup Transfer 20 Jul 2022 Chenyu-Yang-2000/EleGANt/models/elegant.py 43b762f90950f0d2 ran · metamorphic tier: deterministic licence not identified · pointer only
Masked Autoencoders that Listen 13 Jul 2022 rishikksh20/AudioMAE-pytorch/audio_mae.py d7227307e8862fc8 ran · metamorphic tier: deterministic MIT (permissive)
Masked Autoencoders that Listen 13 Jul 2022 eml-eda/tle-supervised/models/models_audio_mae.py 6322ff428c4c429a ran · metamorphic tier: deterministic no licence file found · pointer only
Global Context Vision Transformers 20 Jun 2022 nvlabs/gcvit/models/gc_vit.py 16c6d129c800a720 ran licence not identified · pointer only
Global Context Vision Transformers 20 Jun 2022 awsaf49/gcvit-tf/gcvit/models/gcvit.py 1f2595f160725077 unverified MIT (permissive)
Reinforced Swin-Convs Transformer for Underwater Image Enhancement 1 May 2022 TingdiRen/URSCT-SESR/model/URSCT_model.py f31e0eb4ac6b3370 ran MIT (permissive)
K-LITE: Learning Transferable Visual Models with External Knowledge 20 Apr 2022 microsoft/klite/model/model.py 44721c30a2563ec1 ran MIT (permissive)
MiniViT: Compressing Vision Transformers with Weight Multiplexing 14 Apr 2022 microsoft/AutoML/MiniViT/Mini-Swin/models/swin_transformer_minivit.py 3095ac15907de9ab unverified MIT (permissive)
DaViT: Dual Attention Vision Transformers 7 Apr 2022 dingmyu/davit/timm/models/davit.py 5091ab6c514932c4 ran · metamorphic tier: deterministic MIT (permissive)
Towards An End-to-End Framework for Flow-Guided Video Inpainting 6 Apr 2022 MCG-NKU/E2FGVI/model/modules/tfocal_transformer.py eeb100b4e1aafeeb ran licence not identified · pointer only
End-to-End Transformer Based Model for Image Captioning 29 Mar 2022 jchenghu/expansionnet_v2/models/End_ExpansionNet_v2.py 5fd5f10dcdb2c664 ran · metamorphic tier: deterministic MIT (permissive)
Transformer-empowered Multi-scale Contextual Matching and Aggregation for Multi-contrast MRI Super-resolution 26 Mar 2022 XAIMI-Lab/McMRSR/networks/network_mcmrsr.py f9aa53ce073601ec ran · metamorphic tier: invariant no licence file found · pointer only
Visual Prompt Tuning 23 Mar 2022 heekhero/DTL/classification/models/swin_transformer.py 0762b0fd2462f471 ran · metamorphic tier: deterministic no licence file found · pointer only
Adaptive Patch Exiting for Scalable Single Image Super-Resolution 22 Mar 2022 littlepure2333/APE/model/swinir_ape.py fabc3c0b8a7bedc7 unverified no licence file found · pointer only
SwinTextSpotter: Scene Text Spotting via Better Synergy between Text Detection and Text Recognition 19 Mar 2022 jacobtyo/swintextspotter/projects/SWINTS/swints/FocalTransformer.py 35d8ab558bbe8fa5 ran no licence file found · pointer only
Auto-scaling Vision Transformers without Training 24 Feb 2022 vita-group/asvit/lib/models/cell_infers/transformer.py 571b9b972c8e35de ran · metamorphic tier: invariant fingerprinted MIT (permissive)
SimMIM: A Simple Framework for Masked Image Modeling 18 Nov 2021 impiga/plain-detr/models/swin_transformer_v2.py 5eec152e243ad651 ran · metamorphic tier: deterministic MIT (permissive)
SwinIR: Image Restoration Using Swin Transformer 23 Aug 2021 pilot7747/sldl/sldl/image/swinir.py 6184e406e3b12051 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
SwinIR: Image Restoration Using Swin Transformer 23 Aug 2021 mv-lab/swin2sr/models/network_swin2sr.py 0b773949f1dbd046 ran Apache-2.0 (permissive)
SwinIR: Image Restoration Using Swin Transformer 23 Aug 2021 XPixelGroup/BasicSR/basicsr/archs/swinir_arch.py a79acfc7f5245c04 ran Apache-2.0 (permissive)
Efficient Self-supervised Vision Transformers for Representation Learning 17 Jun 2021 microsoft/esvit/models/swin_transformer.py 9951a2e090a99f11 unverified MIT (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 shkarupa-alex/tfswin/tfswin/model.py 42ff4258c695ab73 ran MIT (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 SwinTransformer/Transformer-SSL/models/swin_transformer.py f9d5ef7b9fad38f8 ran · metamorphic tier: deterministic MIT (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 sayakpaul/swin-transformers-tf/swins/models.py 7518651f2508d006 ran Apache-2.0 (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 innat/HybridModel-GradCAM/layers/swin_blocks.py 311653a8a25e03c3 ran Apache-2.0 (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 befallenStar/molecularAtt/model/swinTransformer.py 7fcf64dd32a8635c ran no licence file found · pointer only
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 rami0205/ngramswin/my_model/swinirng.py a8391938fd8174d6 ran Apache-2.0 (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 berniwal/swin-transformer-pytorch/swin_transformer_pytorch/swin_transformer.py 3cd312e88b0f8e77 ran MIT (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 zhangbo2008/swin-transformer_noted_very_detail/swin_transformer_pytorch/swin_transformer.py 884ea83360f3217e ran MIT (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 ayanglab/swinganmr/models/network_swinmr.py cf7c882deb7579a1 ran · metamorphic tier: invariant Apache-2.0 (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 Burf/tfdetection/tfdet/model/backbone/swin_transformer.py 57025f001ee44318 unverified Apache-2.0 (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 Burf/SwinTransformer-Tensorflow2/swin_transformer/swin_transformer.py f665ea44b49d7e8c unverified MIT (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 DarshanDeshpande/jax-models/jax_models/models/swin_transformer.py 2f415e14cc01ffb8 unverified Apache-2.0 (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 rishigami/Swin-Transformer-TF/swintransformer/model.py cab46ff506f0ddb5 unverified Apache-2.0 (permissive)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 25 Mar 2021 yingkaisha/keras-vision-transformer/keras_vision_transformer/swin_layers.py 219ef5baf92bbd45 unverified MIT (permissive)
RAFT: Recurrent All-Pairs Field Transforms for Optical Flow 26 Mar 2020 esakak/sevc/src/models/submodels/RSTB.py c74d5482daabe793 ran · metamorphic tier: invariant fingerprinted 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