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Upsample

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

Upsample appears in the code Syntology harvested for 77 papers, as 82 distinct code bodies found in 85 places (a place is one code body under one paper). At least one of them ran in 70 of the papers; 44 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 Upsample 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 75 of the 82 distinct code bodies named Upsample; 7 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
1ran · fixture could not drive it
71ran
7unverified
44fingerprinted

Licence is a property of each copy, so it is counted per place: 45 of the 85 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

77 papers shown of 77, newest first; 85 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 10 papers added by Syntology; 3 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
Cortex-Grounded Diffusion Models for Brain Image Generation added by Syntology 2026-01 (from id) ai-med/Cor2Vox/model/BrownianBridge/BrownianBridgeModel_c2v.py eb5c187fb7d2ab9d ran fingerprinted GPL-3.0 (copyleft) · pointer only
PhaSR: Generalized Image Shadow Removal with Physically Aligned Priors added by Syntology 2026-01 (from id) ming053l/PhaSR/model.py 14e0ff1eee13665d ran · metamorphic tier: invariant MIT (permissive)
Cross360: 360°Monocular Depth Estimation via Cross Projections Across Scales added by Syntology 2026-01 (from id) huangkun101230/Cross360/Networks/network.py b5ecbcf0e0965396 ran fingerprinted no licence file found · pointer only
FlowLet: Conditional 3D Brain MRI Synthesis using Wavelet Flow Matching added by Syntology 2026-01 (from id) sisinflab/FlowLet/flowlet/models/flow_matching.py 20e3683a9a6d548d ran · metamorphic tier: invariant MIT (permissive)
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 1452085826b6b70c ran · metamorphic tier: invariant no licence file found · pointer only
Joint Geometry-Appearance Human Reconstruction in a Unified Latent Space via Bridge Diffusion added by Syntology 2026-01 (from id) haiantyz/JGA-LBD/JGA-LBD/DDBM/ddbm/unet3d.py a590675feafca6d9 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Degradation-Aware Metric Prompting for Hyperspectral Image Restoration added by Syntology 2025-12 (from id) MiliLab/DAMP/DAMP.py 7b75a9374bba06c6 ran · metamorphic tier: deterministic no licence file found · pointer only
Pragmatic Heterogeneous Collaborative Perception via Generative Communication Mechanism added by Syntology 2025-10 (from id) jeffreychou777/GenComm/opencood/models/gencomm_modules/cond_diff.py 726c85e75dfdfeb8 ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only
-Semantics-Aware Logical Anomaly Detection added by Syntology 2025-09 (from id) MaticFuc/SALAD/ae.py 9dfec007fc2d8f36 ran · metamorphic tier: deterministic MIT (permissive)
Beyond Isolated Words: Diffusion Brush for Handwritten Text-Line Generation added by Syntology 2025-08 (from id) dailenson/DiffBrush/models/unet.py f827e7bcb16c1d75 ran fingerprinted MIT (permissive)
FutureSightDrive: Thinking Visually with Spatio-Temporal CoT for Autonomous Driving 23 May 2025 MIV-XJTU/FSDrive/MoVQGAN/movqgan/models/vqgan.py 38a1b1b7d030df65 ran fingerprinted no licence file found · pointer only
GoT-R1: Unleashing Reasoning Capability of MLLM for Visual Generation with Reinforcement Learning 22 May 2025 gogoduan/got-r1/src/models/vq_model.py 6687b2b39ca9fecc ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Semantic-Guided Diffusion Model for Single-Step Image Super-Resolution 11 May 2025 Liu-Zihang/SAMSR/models/unet.py b7f9265f946567f7 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
GigaTok: Scaling Visual Tokenizers to 3 Billion Parameters for Autoregressive Image Generation 11 Apr 2025 SilentView/GigaTok/tokenizer/tokenizer_image/vq/vq_vit_model.py aa5c10aa30eb8173 ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only
Less-to-More Generalization: Unlocking More Controllability by In-Context Generation 2 Apr 2025 bytedance/UNO/uno/flux/pipeline.py 5b35d346e47b654c ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
NeurOp-Diff:Continuous Remote Sensing Image Super-Resolution via Neural Operator Diffusion 15 Jan 2025 zerono000/NeurOp-Diff/models/diffusion.py 07244ed6f1e08f5a ran no licence file found · pointer only
Learning Trimodal Relation for AVQA with Missing Modality 23 Jul 2024 VisualAIKHU/Missing-AVQA/net_grd_avst/net_avst.py 410a7d2e8c88e682 ran · our draft was wrong MIT (permissive)
RealViformer: Investigating Attention for Real-World Video Super-Resolution 19 Jul 2024 Yuehan717/RealViformer/archs/realviformer_arch.py dc176fc0afbcaf34 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Restoring Images in Adverse Weather Conditions via Histogram Transformer 14 Jul 2024 sunshangquan/Histoformer/basicsr/models/archs/histoformer_arch.py 0ef3a76e8f54fcd5 ran fingerprinted no licence file found · pointer only
PAPM: A Physics-aware Proxy Model for Process Systems 7 Jul 2024 pengwei07/papm/papm/model/pdeunet.py a45f1705e9918a79 ran fingerprinted no licence file found · pointer only
Strategies for Pretraining Neural Operators 12 Jun 2024 anthonyzhou-1/pretraining_pdes/models/unet.py 937f75fe76f87b5d ran MIT (permissive)
CofiPara: A Coarse-to-fine Paradigm for Multimodal Sarcasm Target Identification with Large Multimodal Models 1 May 2024 wjq-learning/MSTI/model.py c950ce52821790da ran · metamorphic tier: invariant no licence file found · pointer only
Gradient Guidance for Diffusion Models: An Optimization Perspective 23 Apr 2024 yukang123/ggdmoptim/simulations/unet_1d.py 2f9cbba62457cb94 ran no licence file found · pointer only
Bidirectional Multi-Scale Implicit Neural Representations for Image Deraining 2 Apr 2024 cschenxiang/NeRD-Rain/model.py cd3fb6e97a656194 ran fingerprinted no licence file found · pointer only
arXiv:2404.00288 2024-04 (from id) joshyZhou/FPro/basicsr/models/archs/FPro_arch.py a334b6b5228fd884 ran · metamorphic tier: deterministic no licence file found · pointer only
Real-IAD: A Real-World Multi-View Dataset for Benchmarking Versatile Industrial Anomaly Detection 19 Mar 2024 zhangzjn/ader/model/realnet.py 841f39dcdf062d8e ran fingerprinted no licence file found · pointer only
Rethinking Multi-view Representation Learning via Distilled Disentangling 16 Mar 2024 Guanzhou-Ke/MRDD/src/models/mrdd.py 4ffbe02c2ead31b3 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Single Domain Generalization for Crowd Counting 14 Mar 2024 Shimmer93/MPCount/models/models.py 0f423a2fc5d91aae ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
Frequency Decoupling for Motion Magnification via Multi-Level Isomorphic Architecture 12 Mar 2024 Jiafei127/FD4MM/magnet_FD4MM.py 326a20276e854360 ran · metamorphic tier: deterministic MIT (permissive)
Deep Common Feature Mining for Efficient Video Semantic Segmentation 5 Mar 2024 buaahugegun/dcfm/nets/dcfm/basic.py 8ad3d3eec93ed6ee ran no licence file found · pointer only
G3DR: Generative 3D Reconstruction in ImageNet 1 Mar 2024 preddy5/G3DR/src/unet.py e86aab6d09dfc607 unverified no licence file found · pointer only
Text-Guided Molecule Generation with Diffusion Language Model 20 Feb 2024 Deno-V/tgm-dlm/improved-diffusion/improved_diffusion/transformer_model.py 14e6a43c9ced2404 ran fingerprinted no licence file found · pointer only
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 a3aba55c35e501fd ran fingerprinted Apache-2.0 (permissive)
PUCA: Patch-Unshuffle and Channel Attention for Enhanced Self-Supervised Image Denoising 16 Oct 2023 HyemiEsme/PUCA/src/model/PUCA.py cb13d394761c2507 ran · metamorphic tier: deterministic MIT (permissive)
MedSyn: Text-guided Anatomy-aware Synthesis of High-Fidelity 3D CT Images 5 Oct 2023 batmanlab/medsyn/src/train_low_res.py e6ae188a5004d7d6 ran · our draft was wrong licence not identified · pointer only
arXiv:2309.05994 2023-09 (from id) gaozhitong/ATTA/lib/network/mynn.py 65036122655f55ba ran Apache-2.0 (permissive)
Towards Real-World Burst Image Super-Resolution: Benchmark and Method 9 Sep 2023 yjsunnn/FBANet/model.py 93f3d523e11ee887 ran MIT (permissive)
Phasic Content Fusing Diffusion Model with Directional Distribution Consistency for Few-Shot Model Adaption 7 Sep 2023 sjtuplayer/few-shot-diffusion/model/big_unet.py 6998a3677700ee6c ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
RawHDR: High Dynamic Range Image Reconstruction from a Single Raw Image 5 Sep 2023 jackzou233/RawHDR/model.py 5649210725b55419 ran · metamorphic tier: deterministic MIT (permissive)
Referring Image Segmentation Using Text Supervision 28 Aug 2023 fawnliu/tris/model/model_stage2.py ff927ca5579e24a3 ran MIT (permissive)
MB-TaylorFormer: Multi-branch Efficient Transformer Expanded by Taylor Formula for Image Dehazing 27 Aug 2023 FVL2020/ICCV-2023-MB-TaylorFormer/basicsr/models/archs/MB_TaylorFormer.py 5499b5a997e32c0e ran fingerprinted no licence file found · pointer only
ESSAformer: Efficient Transformer for Hyperspectral Image Super-resolution 26 Jul 2023 rexzhan/essaformer/ESSA.py da853ba463b06598 ran · metamorphic tier: deterministic fingerprinted Unlicense (permissive)
SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis 4 Jul 2023 compvis/fm-boosting/fmboost/models/unet/model.py 63b3160a59e80ddb ran · metamorphic tier: invariant fingerprinted MIT (permissive)
SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis 4 Jul 2023 stability-ai/generative-models/sgm/modules/diffusionmodules/openaimodel.py 184b9747aa868755 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Evading Forensic Classifiers with Attribute-Conditioned Adversarial Faces 22 Jun 2023 koushiksrivats/face_attribute_attack/image_as_reference.py 9a98641c4a409588 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
VillanDiffusion: A Unified Backdoor Attack Framework for Diffusion Models 12 Jun 2023 IBM/villandiffusion/model.py 8bee9b7a4832d4a1 ran · our draft was wrong Apache-2.0 (permissive)
CommonScenes: Generating Commonsense 3D Indoor Scenes with Scene Graph Diffusion 25 May 2023 ymxlzgy/commonscenes/model/networks/diffusion_networks/sg_diff.py d640984e3a59551c ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Learning Data-Driven Vector-Quantized Degradation Model for Animation Video Super-Resolution 17 Mar 2023 researchmm/VQD-SR/vqgan/model_multiscale_load_top.py 63aae2e8f956c024 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Decomposed Diffusion Sampler for Accelerating Large-Scale Inverse Problems 10 Mar 2023 hj-harry/dds/solver_2d.py 6e246e792b44ae83 unverified no licence file found · pointer only
DPE: Disentanglement of Pose and Expression for General Video Portrait Editing 16 Jan 2023 Carlyx/DPE/networks/generator.py 3cb4513942fd17d4 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Domain Expansion of Image Generators 12 Jan 2023 lllyasviel/controlnet/cldm/cldm.py 1b4579fe4aec5257 ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
Residual Pattern Learning for Pixel-wise Out-of-Distribution Detection in Semantic Segmentation 26 Nov 2022 yyliu01/rpl/rpl.code/model/mynn.py 65036122655f55ba ran MIT (permissive)
Cross Aggregation Transformer for Image Restoration 24 Nov 2022 zhengchen1999/cat/basicsr/archs/cat_arch.py eaa574d0bc3bf779 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
HyperDomainNet: Universal Domain Adaptation for Generative Adversarial Networks 17 Oct 2022 macderru/hyperdomainnet/core/uda_models.py 5845b86e0c4d496d ran MIT (permissive)
Transformers are Sample-Efficient World Models 1 Sep 2022 eloialonso/iris/src/models/world_model.py 53918c7471cbccdc ran fingerprinted GPL-3.0 (copyleft) · pointer only
Classifier-Free Diffusion Guidance 26 Jul 2022 g4vrel/DDPM/sample.py 24cbc2ae131f9498 ran fingerprinted MIT (permissive)
EleGANt: Exquisite and Locally Editable GAN for Makeup Transfer 20 Jul 2022 Chenyu-Yang-2000/EleGANt/models/elegant.py 42e52235c85aff07 ran · metamorphic tier: deterministic licence not identified · pointer only
Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding 23 May 2022 deep-floyd/if/deepfloyd_if/model/unet.py 4f1ccffbc59c4bbe ran fingerprinted licence not identified · pointer only
MCVD: Masked Conditional Video Diffusion for Prediction, Generation, and Interpolation 19 May 2022 voletiv/mcvd-pytorch/models/unet.py be28d1c32d65462b ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Unsupervised Multi-Modal Medical Image Registration via Discriminator-Free Image-to-Image Translation 28 Apr 2022 heyblackC/DFMIR/models/networks.py 6576414e1c6d6538 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Neural Texture Extraction and Distribution for Controllable Person Image Synthesis 13 Apr 2022 renyurui/neural-texture-extraction-distribution/generators/extraction_distribution_model.py 8cfdf307cec9f7fa unverified licence not identified · pointer only
WildNet: Learning Domain Generalized Semantic Segmentation from the Wild 4 Apr 2022 suhyeonlee/WildNet/network/deepv3.py 4112196d71217350 ran · fixture could not drive it no licence file found · pointer only
RSTT: Real-time Spatial Temporal Transformer for Space-Time Video Super-Resolution 27 Mar 2022 llmpass/RSTT/models/RSTT.py 9d6b9fecff821851 ran no licence file found · pointer only
Adaptive Patch Exiting for Scalable Single Image Super-Resolution 22 Mar 2022 littlepure2333/APE/model/swinir_ape.py ed05c8ce2b7bd1c7 ran · metamorphic tier: deterministic no licence file found · pointer only
AutoSDF: Shape Priors for 3D Completion, Reconstruction and Generation 17 Mar 2022 yccyenchicheng/AutoSDF/models/networks/pvqvae_networks/auto_encoder.py ce65793ba37f2a84 ran · metamorphic tier: deterministic no licence file found · pointer only
Detail-Preserving Transformer for Light Field Image Super-Resolution 2 Jan 2022 BITszwang/DPT/code/model_DPT.py f18e2d1266b5e1cd unverified no licence file found · pointer only
EvDistill: Asynchronous Events to End-task Learning via Bidirectional Reconstruction-guided Cross-modal Knowledge Distillation 24 Nov 2021 addisonwang2013/evdistill/modeling/deeplab.py 618ccc4e9e5629b2 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
SwinIR: Image Restoration Using Swin Transformer 23 Aug 2021 pilot7747/sldl/sldl/image/swinir.py d4fd867e299aa381 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Asymmetric Bilateral Motion Estimation for Video Frame Interpolation 15 Aug 2021 JunHeum/ABME/Upsample.py 951199e8c0b55a5d unverified MIT (permissive)
GAN Prior Embedded Network for Blind Face Restoration in the Wild 13 May 2021 yangxy/GPEN/face_model/gpen_model.py 30864eacf1de8c4b ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Segmenter: Transformer for Semantic Segmentation 12 May 2021 isaaccorley/segmenter-pytorch/segmenter/segmenter.py 92364877f3ee8bbb unverified MIT (permissive)
Diffusion Models Beat GANs on Image Synthesis 11 May 2021 clu0/unet.cu/dev/unet.py bd5e9f697bbd1762 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Diffusion Models Beat GANs on Image Synthesis 11 May 2021 Janspiry/Palette-Image-to-Image-Diffusion-Models/models/guided_diffusion_modules/unet.py 5740a56d8f8c2afb ran fingerprinted MIT (permissive)
Pose-Controllable Talking Face Generation by Implicitly Modularized Audio-Visual Representation 22 Apr 2021 Hangz-nju-cuhk/Talking-Face_PC-AVS/models/networks/generator.py 21403bb5cfbca9f5 ran fingerprinted CC-BY-4.0 · pointer only
GAN-Control: Explicitly Controllable GANs 7 Jan 2021 amazon-research/gan-control/src/gan_control/models/gan_model.py 2308d2ca68ca25f9 unverified Apache-2.0 (permissive)
Denoising Diffusion Probabilistic Models 19 Jun 2020 lucidrains/make-a-video-pytorch/make_a_video_pytorch/make_a_video.py 64d7b9be58329479 ran · metamorphic tier: deterministic MIT (permissive)
Denoising Diffusion Probabilistic Models 19 Jun 2020 Ashwin-Pokharel/base_diffusion/model.py 1ce7357760c5ddb5 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Denoising Diffusion Probabilistic Models 19 Jun 2020 yiyixuxu/denoising-diffusion-flax/denoising_diffusion_flax/unet.py 7707d2aa5d55bd96 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Denoising Diffusion Probabilistic Models 19 Jun 2020 cjfghk5697/Pytorch-Research-Paper-Implementations/Diffusion/DDPM/models/model.py 8bee9b7a4832d4a1 ran · our draft was wrong MIT (permissive)
Denoising Diffusion Probabilistic Models 19 Jun 2020 andreasfloros/diffusion/improved_diffusion.py 46dd240b397d0ec1 ran fingerprinted MIT (permissive)
A Style-Based Generator Architecture for Generative Adversarial Networks 12 Dec 2018 akatigre/multi2one/models/stylegan2/model.py 86c49b9a9e628ef9 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 eff427012995676e ran · metamorphic tier: deterministic no licence file found · pointer only
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 labmlai/annotated_deep_learning_paper_implementations/labml_nn/diffusion/ddpm/unet.py 2bf9cb31c33897b5 ran fingerprinted MIT (permissive)
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 Media-Smart/vedaseg/vedaseg/models/utils/upsample.py 773bf5109b25d232 ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
arXiv:Han_UIBDiffusion_Universal_Imperceptible_Backdoor_Attack_for_Diffusion_Models_CVPR_2025_paper TheLaoLab/UIBDiffusion/model.py 8bee9b7a4832d4a1 ran · our draft was wrong 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