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VisionTransformer

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

VisionTransformer appears in the code Syntology harvested for 53 papers, as 76 distinct code bodies found in 76 places (a place is one code body under one paper). At least one of them ran in 19 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 VisionTransformer 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 24 of the 76 distinct code bodies named VisionTransformer; 52 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
24ran
52unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 32 of the 76 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

53 papers shown of 53, newest first; 76 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; 2 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
M3R: Localized Rainfall Nowcasting with Meteorology-Informed MultiModal Attention added by Syntology 2026-04 (from id) Sanjeev97/M3Rain/models/m3.py a7371f8ce642b182 ran · metamorphic tier: deterministic no licence file found · pointer only
Scaling Continual Learning to 300+ Tasks with Bi-Level Routing Mixture-of-Experts added by Syntology 2026-02 (from id) LMMMEng/CaRE/backbone/vit_brmoe.py afa43a669cda3d4f unverified Apache-2.0 (permissive)
CovMatch: Cross-Covariance Guided Multimodal Dataset Distillation with Trainable Text Encoder added by Syntology 2025-10 (from id) Yongalls/CovMatch/src/model.py dee6bfa940b2b6a4 ran · metamorphic tier: deterministic no licence file found · pointer only
Logits DeConfusion with CLIP for Few-Shot Learning 16 Apr 2025 LiShuo1001/LDC/clip_ldc/model.py 1c4c241386ee3fe2 ran no licence file found · pointer only
EMPLACE: Self-Supervised Urban Scene Change Detection 22 Mar 2025 Timalph/EMPLACE/Rectangular_VIT.py 4cf9be3ee681cf7a unverified no licence file found · pointer only
arXiv:2503.15141 2025-03 (from id) djukicn/ocebo/models/ocebo.py 03a1d18dda4dfaf6 unverified Apache-2.0 (permissive)
MOS: Modeling Object-Scene Associations in Generalized Category Discovery 15 Mar 2025 jethropeng/mos/network.py ad4dd58fd97d3768 ran MIT (permissive)
SVIP: Semantically Contextualized Visual Patches for Zero-Shot Learning 13 Mar 2025 uqzhichen/SVIP/models/vit_model.py 4c53eb4910649344 unverified no licence file found · pointer only
LongProLIP: A Probabilistic Vision-Language Model with Long Context Text 11 Mar 2025 naver-ai/prolip/src/prolip/model.py 84aa74aff57a00bc unverified licence not identified · pointer only
LVFace: Large Vision model for Face Recogniton 23 Jan 2025 bytedance/LVFace/backbones/vit.py 6d673e028dd93c24 unverified MIT (permissive)
Autoregressive Video Generation without Vector Quantization 18 Dec 2024 baaivision/nova/diffnext/models/transformers/transformer_nova.py 3a44328c8bf72fe3 unverified Apache-2.0 (permissive)
On the Surprising Effectiveness of Attention Transfer for Vision Transformers 14 Nov 2024 alexlioralexli/attention-transfer/models_dual_vit.py 02bbece47468309a unverified licence not identified · pointer only
Classification Done Right for Vision-Language Pre-Training 5 Nov 2024 x-cls/superclass/opencls/open_clip/cls_model.py 554c03cc48b8d760 unverified Apache-2.0 (permissive)
SAFE: Slow and Fast Parameter-Efficient Tuning for Continual Learning with Pre-Trained Models 4 Nov 2024 MIFA-Lab/SAFE/petl/vision_transformer_adapter.py 94ecb2b330290cca unverified MIT (permissive)
PointAD: Comprehending 3D Anomalies from Points and Pixels for Zero-shot 3D Anomaly Detection 1 Oct 2024 zqhang/pointad/AnomalyCLIP_lib/AnomalyCLIP.py f8c143f839756ff3 unverified no licence file found · pointer only
AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection 22 Jul 2024 caoyunkang/AdaCLIP/method/adaclip.py 51acd62f8b9ee4da unverified MIT (permissive)
Recurrent Early Exits for Federated Learning with Heterogeneous Clients 23 May 2024 royson/reefl/src/models/reefl_vit.py dbbfaa54d7e3f160 unverified MIT (permissive)
LookHere: Vision Transformers with Directed Attention Generalize and Extrapolate 22 May 2024 greencubic/lookhere/lookhere.py 9b6612fb34289faa ran · metamorphic tier: deterministic MIT (permissive)
Exploring Learngene via Stage-wise Weight Sharing for Initializing Variable-sized Models 25 Apr 2024 AlphaXia/SWS/SWS_vit.py be0e5172207a25d4 unverified Apache-2.0 (permissive)
LUM-ViT: Learnable Under-sampling Mask Vision Transformer for Bandwidth Limited Optical Signal Acquisition 3 Mar 2024 maxllf/lum-vit/LUM-ViT.py d2434fa3227589c0 ran · metamorphic tier: deterministic no licence file found · pointer only
Generalizable Whole Slide Image Classification with Fine-Grained Visual-Semantic Interaction 29 Feb 2024 ls1rius/wsi_five/models/FiVE.py fe38f5b5e9b6ed8c ran no licence file found · pointer only
Hierarchical Vision Transformers for Context-Aware Prostate Cancer Grading in Whole Slide Images 19 Dec 2023 computationalpathologygroup/hvit/source/models.py 21750327371e6568 ran · metamorphic tier: deterministic no licence file found · pointer only
Learning Human Action Recognition Representations Without Real Humans 10 Nov 2023 howardzh01/ppma/code/omnivision/models/vision_transformer.py 3e2d901955f04262 unverified licence not identified · pointer only
AnomalyCLIP: Object-agnostic Prompt Learning for Zero-shot Anomaly Detection 29 Oct 2023 zqhang/anomalyclip/AnomalyCLIP_lib/AnomalyCLIP.py 175f83b44a42759d unverified MIT (permissive)
Accurate and Fast Compressed Video Captioning 22 Sep 2023 acherstyx/CoCap/cocap/modules/compressed_video/compressed_video_transformer.py ead6c7478f4685ab ran · metamorphic tier: deterministic MIT (permissive)
Shatter and Gather: Learning Referring Image Segmentation with Text Supervision 29 Aug 2023 kdwonn/SaG/model/cross_modal_attention.py 19f4e674b83797e4 unverified no licence file found · pointer only
Masked Autoencoders are Efficient Class Incremental Learners 24 Aug 2023 scok30/MAE-CIL/continual/vit.py e1d62aeb525afd2a ran no licence file found · pointer only
Semantics Meets Temporal Correspondence: Self-supervised Object-centric Learning in Videos 19 Aug 2023 shvdiwnkozbw/SMTC/src/model/model_action.py 932f488e9f83940b unverified no licence file found · pointer only
Prune Spatio-temporal Tokens by Semantic-aware Temporal Accumulation 8 Aug 2023 Mark12Ding/STA/model_vit.py ae539267a5c6d2d3 unverified BSD-2-Clause (permissive)
Segment Any Point Cloud Sequences by Distilling Vision Foundation Models 15 Jun 2023 valeoai/SLidR/model/modules/dino/vision_transformer.py 684c765a98595395 ran fingerprinted licence not identified · pointer only
Text Promptable Surgical Instrument Segmentation with Vision-Language Models 15 Jun 2023 franciszzj/tp-sis/model/segmenter.py d1bb444eef3c0759 ran fingerprinted no licence file found · pointer only
ChessGPT: Bridging Policy Learning and Language Modeling 15 Jun 2023 waterhorse1/chessgpt/chessclip/src/open_clip/model.py 13b07e13a2877644 ran Apache-2.0 (permissive)
Improving Visual Prompt Tuning for Self-supervised Vision Transformers 8 Jun 2023 ryongithub/gatedprompttuning/src/models/vit_prompt/vit_mae.py 33fb7be835804856 ran · metamorphic tier: deterministic MIT (permissive)
Micron-BERT: BERT-based Facial Micro-Expression Recognition 6 Apr 2023 uark-cviu/Micron-BERT/models/vision_transformer.py 1338feaa3f18f57c unverified no licence file found · pointer only
Cross-Modal Implicit Relation Reasoning and Aligning for Text-to-Image Person Retrieval 22 Mar 2023 anosorae/irra/model/build.py 8d1b78ed1b645333 ran · metamorphic tier: deterministic MIT (permissive)
Spatial-Aware Token for Weakly Supervised Object Localization 18 Mar 2023 wpy1999/SAT/Model/SAT.py 55ee94b26d520b2d ran no licence file found · pointer only
Where We Are and What We're Looking At: Query Based Worldwide Image Geo-localization Using Hierarchies and Scenes 7 Mar 2023 AHKerrigan/GeoGuessNet/networks.py a53662872764fd3e unverified no licence file found · pointer only
RangeViT: Towards Vision Transformers for 3D Semantic Segmentation in Autonomous Driving 24 Jan 2023 valeoai/rangevit/models/rangevit.py 6b3bd6eb6760b684 unverified Apache-2.0 (permissive)
Weakly Supervised Object Localization via Transformer with Implicit Spatial Calibration 21 Jul 2022 164140757/SCM/lib/models/deit.py c56f1df1064bfab1 unverified MIT (permissive)
Peripheral Vision Transformer 14 Jun 2022 juhongm999/pervit/model/pervit.py 65961eec77ac4145 unverified Apache-2.0 (permissive)
Safe Self-Refinement for Transformer-based Domain Adaptation 16 Apr 2022 tsun/SSRT/model/SSRT.py 2a0271883efece1e unverified MIT (permissive)
VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-Training 23 Mar 2022 MCG-NJU/VideoMAE-Action-Detection/modeling_finetune.py 15190c9e8134c543 unverified licence not identified · pointer only
Visual Prompt Tuning 23 Mar 2022 Yiming-M/CLIP-EBC/models/encoder/vit.py 232688cf9e59bf54 unverified MIT (permissive)
Unified Visual Transformer Compression 15 Mar 2022 VITA-Group/UVC/UVC/models/modeling.py 4900a340f86d38d4 unverified MIT (permissive)
Multi-class Token Transformer for Weakly Supervised Semantic Segmentation 6 Mar 2022 xulianuwa/mctformer/models.py 4a3e09668a5f4b9f ran · metamorphic tier: deterministic no licence file found · pointer only
Masked Autoencoders Are Scalable Vision Learners 11 Nov 2021 FlyEgle/MAE-pytorch/model/Transformers/VIT/mae.py 19ec788aecbdfc22 unverified no licence file found · pointer only
IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning 25 Oct 2021 lupantech/iconqa/models/patch_transformer.py 81aa9d1ddc833ef9 ran fingerprinted no licence file found · pointer only
TransMatcher: Deep Image Matching Through Transformers for Generalizable Person Re-identification 30 May 2021 JDAI-CV/fast-reid/fastreid/modeling/backbones/vision_transformer.py 9368e7f2101c9a30 unverified Apache-2.0 (permissive)
CrossViT: Cross-Attention Multi-Scale Vision Transformer for Image Classification 27 Mar 2021 IBM/CrossViT/models/crossvit.py b05cff1db97d5001 unverified Apache-2.0 (permissive)
Transformer-Based Attention Networks for Continuous Pixel-Wise Prediction 22 Mar 2021 ygjwd12345/TransDepth/pytorch/TransUNet/networks/vit_seg_modeling.py 079c4f5086884f75 unverified MIT (permissive)
Training data-efficient image transformers & distillation through attention 23 Dec 2020 alibaba/EasyCV/easycv/models/backbones/vision_transformer.py a4ea24ce126312f8 unverified Apache-2.0 (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 YousefGamal220/Vision-Transformers/vision_transformer.py b186094acc970ace ran · metamorphic tier: deterministic no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 mdmhriday/vision-transformers/models/vit.py 42dd7dea8413b92f ran · metamorphic tier: deterministic MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 nateraw/lightning-vision-transformer/vit.py 78aca8814a1f8d16 ran · metamorphic tier: deterministic MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 wangguanan/light-reid/lightreid/models/backbones/transformers/vit_timm.py d1e7240963528e63 ran no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 smu-ivpl/DeepfakeDetection/facebook_deit.py cf2cdfee402d4881 ran no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 asyml/vision-transformer-pytorch/src/model.py 3b44acd70cadcf44 ran Apache-2.0 (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 Burf/VisionTransformer-Tensorflow2/vit/vit.py 18eba67fe6d3f33b unverified MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 pytorch/vision/torchvision/models/vision_transformer.py 546b54df7bf1a2a7 unverified BSD-3-Clause (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 mahmoodlab/hipt/HIPT_4K/vision_transformer.py 958ea05c3c1ae4ba unverified licence not identified · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 nachiket273/VisTrans/vistrans/models/vit.py 2d96b3b67dc31418 unverified MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 gupta-abhay/ViT/vit/vit.py d022f0d80d7dc24f unverified MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 facebookresearch/ClassyVision/classy_vision/models/vision_transformer.py 443bd35acbf7f0b2 unverified MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 Abdulrahman-Adel/Real-Life-Violence-Detection/src/models/model_01.py e37137b1becc1165 unverified no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 DominikBatic/EndoViT/pretraining/mae/models_vit.py d3f0ee5f79046d1b unverified no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 junyongyou/triq/src/vit_iqa/ViT_pytorch/models/modeling.py 110bd6632560d038 unverified MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 ludics/ViT-Retri/vit_retri/models/modeling.py f50ac01b2aea5cee unverified MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 google-research/vision_transformer/vit_jax/models_vit.py bd276b1048e360eb unverified Apache-2.0 (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 jankrepl/mildlyoverfitted/github_adventures/vision_transformer/custom.py f1b7003e1837294f unverified MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 skchen1993/TrangFG/models/modeling.py 951da7c89ffaf2ef unverified MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 Ugenteraan/Vanilla-ViT/ViT/ViT.py 953f99d43181a4e6 unverified MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 AlifAshrafee/ViT-pytorch-for-Cooking-State-Recognition/models/modeling.py 7fc8f8faa831f7f2 unverified MIT (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 ttt496/VisionTransformer/vit_jax/models.py 51d3b9873cfbdfba unverified Apache-2.0 (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 bshantam97/Attention_Based_Networks/vision_transformer.py fca973fc1fa56318 unverified no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 s-chh/pytorch-scratch-vision-transformer-vit/model.py c5610b768e912553 unverified MIT (permissive)
arXiv:aaai_29533 AlphaXia/TLEG/TLEG_vit.py 012078f556e5d24a unverified 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