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make_layer

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

make_layer appears in the code Syntology harvested for 76 papers, as 21 distinct code bodies found in 76 places (a place is one code body under one paper). At least one of them ran in 60 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 make_layer 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 10 of the 21 distinct code bodies named make_layer; 11 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
7ran · our draft was wrong
0ran · fixture could not drive it
3ran
11unverified
0fingerprinted

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

76 papers shown of 76, 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 6 papers added by Syntology; 6 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
EvReflection: Event-Driven Micro-Dynamics for Reflection Removal added by Syntology 2026-08 (from id) JiaxiaoWang/EvReflection/models/arch/arch_util.py 96ad5dc9ca239aec ran · our draft was wrong no licence file found · pointer only
Deep Learning for Protein Complex Prediction and Design by added by Syntology 2026-05 (from id) zw2x/glinter/glinter/modules/conv.py d512e83e81641cb3 ran no licence file found · pointer only
Joint Geometric and Trajectory Consistency Learning for One-Step Real-World Super-Resolution added by Syntology 2026-02 (from id) Blazedengcy/GTASR/basicsr/archs/arch_util.py 96ad5dc9ca239aec ran · our draft was wrong MIT (permissive)
DEMARK: A Query-Free Black-Box Attack on Deepfake Watermarking Defenses added by Syntology 2026-01 (from id) adobe/trustmark/python/trustmark/KBNet/arch_util.py 96ad5dc9ca239aec ran · our draft was wrong no licence file found · pointer only
HccePose(BF): Predicting Front & Back Surfaces to Construct Ultra-Dense 2D-3D Correspondences for Pose Estimation added by Syntology 2025-10 (from id) WangYuLin-SEU/HCCEPose/HccePose/network_model.py 76f82bc72b0e4664 ran · our draft was wrong LGPL-2.1 (copyleft) · pointer only
MedVSR: Medical Video Super-Resolution with Cross State-Space Propagation added by Syntology 2025-09 (from id) CUHK-AIM-Group/MedVSR/archs/medvsr_arch.py e95863a41a94133f unverified no licence file found · pointer only
DISTA-Net: Dynamic Closely-Spaced Infrared Small Target Unmixing 25 May 2025 GrokCV/GrokCSO/grokcso/models/backbones/BSRGAN_bb.py c04a23de0531da4a ran · our draft was wrong Apache-2.0 (permissive)
MODEM: A Morton-Order Degradation Estimation Mechanism for Adverse Weather Image Recovery 23 May 2025 hainuo-wang/modem/basicsr/models/archs/arch_util.py 96ad5dc9ca239aec ran · our draft was wrong MIT (permissive)
Progressive Focused Transformer for Single Image Super-Resolution 26 Mar 2025 labshuhanggu/pft-sr/basicsr/archs/arch_util.py 96ad5dc9ca239aec ran · our draft was wrong Apache-2.0 (permissive)
FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image Restoration 2 Dec 2024 House-Leo/FoundIR/specialist_model/basicsr/archs/arch_util.py 96ad5dc9ca239aec ran · our draft was wrong MIT (permissive)
Auto-Encoded Supervision for Perceptual Image Super-Resolution 28 Nov 2024 2minkyulee/aesop-auto-encoded-supervision-for-perceptual-image-super-resolution/AESOP/basicsr/archs/rrdbnet_bsrgan_arch.py c04a23de0531da4a ran · our draft was wrong no licence file found · pointer only
ECMamba: Consolidating Selective State Space Model with Retinex Guidance for Efficient Multiple Exposure Correction 28 Oct 2024 LowlevelAI/ECMamba/basicsr/archs/arch_util.py 96ad5dc9ca239aec ran · our draft was wrong Apache-2.0 (permissive)
An Introduction to Deep Survival Analysis Models for Predicting Time-to-Event Outcomes 1 Oct 2024 georgehc/survival-intro/SODEN/models.py ca173721c4603ffb unverified licence not identified · pointer only
DAVIDE: Depth-Aware Video Deblurring 2 Sep 2024 germanftv/DAVIDE-Benckmark/basicsr/models/archs/arch_utils.py e95863a41a94133f unverified MIT (permissive)
Accelerating Image Super-Resolution Networks with Pixel-Level Classification 31 Jul 2024 3587jjh/PCSR/models/utils.py c04a23de0531da4a ran · our draft was wrong no licence file found · pointer only
RealViformer: Investigating Attention for Real-World Video Super-Resolution 19 Jul 2024 yuehan717/realviformer/archs/arch_util.py 96ad5dc9ca239aec ran · our draft was wrong MIT (permissive)
Efficient Event Stream Super-Resolution with Recursive Multi-Branch Fusion 28 Jun 2024 Lqm26/RMFNet/models/submodules.py c04a23de0531da4a ran · our draft was wrong no licence file found · pointer only
EvTexture: Event-driven Texture Enhancement for Video Super-Resolution 19 Jun 2024 dachunkai/evtexture/basicsr/archs/evtexture_arch.py 96ad5dc9ca239aec ran · our draft was wrong Apache-2.0 (permissive)
Real-world Image Dehazing with Coherence-based Pseudo Labeling and Cooperative Unfolding Network 12 Jun 2024 cnyvfang/CORUN-Colabator/corun_colabator/archs/arch_util.py 96ad5dc9ca239aec ran · our draft was wrong no licence file found · pointer only
Blur-aware Spatio-temporal Sparse Transformer for Video Deblurring 11 Jun 2024 huicongzhang/bsstnet/basicsr/archs/arch_util.py 96ad5dc9ca239aec ran · our draft was wrong no licence file found · pointer only
Bilateral Event Mining and Complementary for Event Stream Super-Resolution 16 May 2024 Lqm26/BMCNet-ESR/models/submodules.py c04a23de0531da4a ran · our draft was wrong no licence file found · pointer only
Beyond Alignment: Blind Video Face Restoration via Parsing-Guided Temporal-Coherent Transformer 21 Apr 2024 kepengxu/PGTFormer/modules/rstt_layers.py c04a23de0531da4a ran · our draft was wrong no licence file found · pointer only
Training Transformer Models by Wavelet Losses Improves Quantitative and Visual Performance in Single Image Super-Resolution 17 Apr 2024 mandalinadagi/wavelettention/wavelettention/basicsr/archs/arch_util.py 96ad5dc9ca239aec ran · our draft was wrong Apache-2.0 (permissive)
Rethinking Diffusion Model for Multi-Contrast MRI Super-Resolution 7 Apr 2024 guangyuankk/diffmsr/DiffMSR_Main/archs/arch_util.py 96ad5dc9ca239aec ran · our draft was wrong no licence file found · pointer only
DiSR-NeRF: Diffusion-Guided View-Consistent Super-Resolution NeRF 1 Apr 2024 leejielong/DiSR-NeRF/threestudio/utils/sr_esrnet.py 96ad5dc9ca239aec ran · our draft was wrong Apache-2.0 (permissive)
Activating Wider Areas in Image Super-Resolution 13 Mar 2024 arsenalcheng/mma/basicsr/archs/arch_util.py 96ad5dc9ca239aec ran · our draft was wrong Apache-2.0 (permissive)
Training Generative Image Super-Resolution Models by Wavelet-Domain Losses Enables Better Control of Artifacts 29 Feb 2024 mandalinadagi/wgsr/codes/models/RRDBNet_arch.py c04a23de0531da4a ran · our draft was wrong no licence file found · pointer only
CascadedGaze: Efficiency in Global Context Extraction for Image Restoration 26 Jan 2024 Ascend-Research/CascadedGaze/basicsr/models/archs/arch_util.py 96ad5dc9ca239aec ran · our draft was wrong MIT (permissive)
Iterative Token Evaluation and Refinement for Real-World Super-Resolution 9 Dec 2023 chaofengc/iter/basicsr/archs/arch_util.py 96ad5dc9ca239aec ran · our draft was wrong no licence file found · pointer only
Zooming Out on Zooming In: Advancing Super-Resolution for Remote Sensing 29 Nov 2023 allenai/satlas-super-resolution/ssr/archs/arch_util.py dfa6acc02054d94f ran Apache-2.0 (permissive)
Wavelet-based Fourier Information Interaction with Frequency Diffusion Adjustment for Underwater Image Restoration 28 Nov 2023 zhihefang/wf-diff/basicsr/archs/arch_util.py 96ad5dc9ca239aec ran · our draft was wrong no licence file found · pointer only
SeeSR: Towards Semantics-Aware Real-World Image Super-Resolution 27 Nov 2023 xpixelgroup/diffbir/diffbir/model/bsrnet.py c04a23de0531da4a ran · our draft was wrong Apache-2.0 (permissive)
Prompt-based Ingredient-Oriented All-in-One Image Restoration 6 Sep 2023 Tombs98/CAPTNet/utils/arch_utils.py 09ff3a6c27965536 ran licence not identified · pointer only
WavMark: Watermarking for Audio Generation 24 Aug 2023 wavmark/wavmark/src/wavmark/models/module_util.py c04a23de0531da4a ran · our draft was wrong MIT (permissive)
End-to-end Alternating Optimization for Real-World Blind Super Resolution 17 Aug 2023 greatlog/RealDAN/codes/config/RealDAN/archs/module_util.py e95863a41a94133f unverified no licence file found · pointer only
Dual Aggregation Transformer for Image Super-Resolution 7 Aug 2023 zhengchen1999/dat/basicsr/archs/arch_util.py 96ad5dc9ca239aec ran · our draft was wrong Apache-2.0 (permissive)
LLDiffusion: Learning Degradation Representations in Diffusion Models for Low-Light Image Enhancement 27 Jul 2023 taowangzj/lldiffusion/models/estimator/utils.py c04a23de0531da4a ran · our draft was wrong no licence file found · pointer only
ChartReader: A Unified Framework for Chart Derendering and Comprehension without Heuristic Rules 5 Apr 2023 zhiqic/ChartReader/models/py_utils/kp.py 74bee3912d0b766e unverified no licence file found · pointer only
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies 25 Mar 2023 cinout/EfficientAD/common.py 144d898a5033505c unverified Apache-2.0 (permissive)
Human Guided Ground-truth Generation for Realistic Image Super-resolution 23 Mar 2023 ChrisDud0257/HGGT/PosNegGTSR/basicsr/archs/adatargetnet_arch.py c04a23de0531da4a ran · our draft was wrong Apache-2.0 (permissive)
Recursive Generalization Transformer for Image Super-Resolution 11 Mar 2023 zhengchen1999/RGT/basicsr/archs/arch_util.py 96ad5dc9ca239aec ran · our draft was wrong Apache-2.0 (permissive)
Recurrent Video Restoration Transformer with Guided Deformable Attention 5 Jun 2022 JingyunLiang/RVRT/models/network_rvrt.py b80adc256b420252 ran · our draft was wrong licence not identified · pointer only
PIDNet: A Real-time Semantic Segmentation Network Inspired by PID Controllers 4 Jun 2022 hamidriasat/PIDNet/pidnet.py ce795ae2777c861e unverified MIT (permissive)
Blueprint Separable Residual Network for Efficient Image Super-Resolution 12 May 2022 xiaom233/bsrn/basicsr/archs/BSRN_arch.py c04a23de0531da4a ran · our draft was wrong MIT (permissive)
BSRT: Improving Burst Super-Resolution with Swin Transformer and Flow-Guided Deformable Alignment 18 Apr 2022 algolzw/bsrt/code/real/bsrt/model/arch_util.py c04a23de0531da4a ran · our draft was wrong MIT (permissive)
Multi-Scale Memory-Based Video Deblurring 6 Apr 2022 jibo27/MemDeblur/model/modules/modules.py b80adc256b420252 ran · our draft was wrong MIT (permissive)
ZebraPose: Coarse to Fine Surface Encoding for 6DoF Object Pose Estimation 17 Mar 2022 suyz526/zebrapose/zebrapose/model/BinaryCodeNet.py ca099495da934438 ran · our draft was wrong MIT (permissive)
LoveDA: A Remote Sensing Land-Cover Dataset for Domain Adaptive Semantic Segmentation 17 Oct 2021 Luffy03/DCA/module/resnet.py a9ea1bd4222d1361 unverified MIT (permissive)
Memory-Augmented Non-Local Attention for Video Super-Resolution 25 Aug 2021 jiy173/MANA/models.py 32ca5b7133bc63ca unverified MIT (permissive)
Learning Dynamic Interpolation for Extremely Sparse Light Fields with Wide Baselines 17 Aug 2021 MantangGuo/DI4SLF/train/MainNet.py a97bca5f21e2440b ran · our draft was wrong no licence file found · pointer only
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data 22 Jul 2021 sberbank-ai/real-esrgan/RealESRGAN/arch_utils.py 96ad5dc9ca239aec ran · our draft was wrong BSD-3-Clause (permissive)
MASA-SR: Matching Acceleration and Spatial Adaptation for Reference-Based Image Super-Resolution 4 Jun 2021 identical code first harvested elsewhere c04a23de0531da4a ran · our draft was wrong licence of this copy not recorded
Attention in Attention Network for Image Super-Resolution 19 Apr 2021 haoyuc/A2N/code/model/aan.py c04a23de0531da4a ran · our draft was wrong no licence file found · pointer only
Designing a Practical Degradation Model for Deep Blind Image Super-Resolution 25 Mar 2021 cszn/BSRGAN/models/network_rrdbnet.py c04a23de0531da4a ran · our draft was wrong Apache-2.0 (permissive)
GAN Slimming: All-in-One GAN Compression by A Unified Optimization Framework 25 Aug 2020 TAMU-VITA/AGD/AGD_SR/search/RRDBNet_arch.py c04a23de0531da4a ran · our draft was wrong MIT (permissive)
SODEN: A Scalable Continuous-Time Survival Model through Ordinary Differential Equation Networks 19 Aug 2020 jiaqima/soden/models.py ca173721c4603ffb unverified MIT (permissive)
Revisiting Temporal Modeling for Video Super-resolution 13 Aug 2020 mediatek-neuropilot/mai22-real-time-video-sr/model/mobile_rrn.py 800ed13a7c7bf194 unverified Apache-2.0 (permissive)
A Self-supervised Approach for Adversarial Robustness 8 Jun 2020 mshane911/NRP/modules/module_util.py c04a23de0531da4a ran · our draft was wrong MIT (permissive)
NTIRE 2020 Challenge on Real-World Image Super-Resolution: Methods and Results 5 May 2020 jixiaozhong/RealSR/codes/models/modules/module_util.py c04a23de0531da4a ran · our draft was wrong Apache-2.0 (permissive)
Self-Supervised Discovering of Interpretable Features for Reinforcement Learning 16 Mar 2020 shiwj16/SSINet/net_parts/deeplabv3_parts.py ca099495da934438 ran · our draft was wrong MIT (permissive)
Region Normalization for Image Inpainting 23 Nov 2019 geekyutao/RN/module_util.py c04a23de0531da4a ran · our draft was wrong MIT (permissive)
Deformable Non-local Network for Video Super-Resolution 24 Sep 2019 wh1h/DNLN/src/model/RRDBNet.py c04a23de0531da4a ran · our draft was wrong MIT (permissive)
Generative Latent Flow 24 May 2019 rakhimovv/GenerativeLatentFlow/glf/models/archs/arch_util.py c04a23de0531da4a ran · our draft was wrong Apache-2.0 (permissive)
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks 7 May 2019 zhusiling/EDVR/codes/models/modules/module_util.py c04a23de0531da4a ran · our draft was wrong Apache-2.0 (permissive)
CornerNet-Lite: Efficient Keypoint Based Object Detection 18 Apr 2019 princeton-vl/CornerNet-Lite/core/models/CornerNet_Squeeze.py 7e951e1acd6861ce unverified BSD-3-Clause (permissive)
CenterNet: Keypoint Triplets for Object Detection 17 Apr 2019 DaiJianBo/CenterNet-duan-2080Ti/models/py_utils/utils.py 74bee3912d0b766e unverified MIT (permissive)
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks 1 Sep 2018 xinntao/ESRGAN/RRDBNet_arch.py c04a23de0531da4a ran · our draft was wrong Apache-2.0 (permissive)
CornerNet: Detecting Objects as Paired Keypoints 3 Aug 2018 princeton-vl/CornerNet/models/py_utils/utils.py 74bee3912d0b766e unverified BSD-3-Clause (permissive)
Competitive Collaboration: Joint Unsupervised Learning of Depth, Camera Motion, Optical Flow and Motion Segmentation 24 May 2018 anuragranj/cc/models/DispResNet6.py e0bb27567cf1ee47 unverified MIT (permissive)
Very Deep Convolutional Networks for Large-Scale Image Recognition 4 Sep 2014 CryptoSalamander/pytorch_paper_implementation/vgg/vgg.py 2f2081e378efbded ran · our draft was wrong no licence file found · pointer only
arXiv:ijcai2024_0081 JPWang-CS/FreqFormer/basicsr/archs/arch_util.py 96ad5dc9ca239aec ran · our draft was wrong Apache-2.0 (permissive)
arXiv:ijcai2022_0196 wanghu178/KUNet/codes/models/modules/arch_util.py c04a23de0531da4a ran · our draft was wrong MIT (permissive)
arXiv:aaai_32582 Hankitle/PEIE/basicsr/archs/arch_util.py 96ad5dc9ca239aec ran · our draft was wrong Apache-2.0 (permissive)
arXiv:Xiao_Towards_Progressive_Multi-Frequency_Representation_for_Image_Warping_CVPR_2024_paper junxiao01/MFR/models/rrdb.py c04a23de0531da4a ran · our draft was wrong BSD-3-Clause (permissive)
arXiv:Xiao_CutMIB_Boosting_Light_Field_Super-Resolution_via_Multi-View_Image_Blending_CVPR_2023_paper ZhengyuLiang24/BasicLFSR/model/SR/HLFSR.py 2bc7a6081df6c53c unverified MIT (permissive)
arXiv:Kong_Efficient_Frequency_Domain-Based_Transformers_for_High-Quality_Image_Deblurring_CVPR_2023_paper kkkls/FFTformer/basicsr/models/archs/arch_util.py 96ad5dc9ca239aec 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".

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