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Bottleneck

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

Bottleneck appears in the code Syntology harvested for 98 papers, as 115 distinct code bodies found in 115 places (a place is one code body under one paper). At least one of them ran in 90 of the papers; 35 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 Bottleneck 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 106 of the 115 distinct code bodies named Bottleneck; 9 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
106ran
9unverified
35fingerprinted

Licence is a property of each copy, so it is counted per place: 61 of the 115 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

98 papers shown of 98, newest first; 115 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; 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
Omni-Sleep: A Sleep Foundation Model via Hierarchical Contrastive Learning of CNS-ANS Dynamics added by Syntology 2026-07 (from id) AutoBrain-sleep/OmniSleep/src/omnisleep/models.py 68f38c0292702117 unverified MIT (permissive)
Dissect and Prune: Enhancing Robustness in AI-Generated Image Detection added by Syntology 2026-06 (from id) dahyedahye/dear/dear/detector/corvi_mask_gated_detector.py c99d921949bae33b ran fingerprinted licence not identified · pointer only
Generative Diffusion Prior Distillation for Long-Context Knowledge Transfer added by Syntology 2026-05 (from id) hewadehigaha/GDPD_ICLR26/gdpd/gdpd.py 3d2d20f18c3fad47 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Grow, Assess, Compress: Adaptive Backbone Scaling for Memory-Efficient Class Incremental Learning added by Syntology 2026-03 (from id) ai-digilab/GRACE/models/grace.py e4499befba9ba859 ran licence not identified · pointer only
Private Zeroth-Order Optimization with Public Data added by Syntology 2025-11 (from id) xuchengong/pazo/experiments/pazo-p.py aa1279770d7dd34e ran MIT (permissive)
CovMatch: Cross-Covariance Guided Multimodal Dataset Distillation with Trainable Text Encoder added by Syntology 2025-10 (from id) Yongalls/CovMatch/src/model.py 50b240334bdc6bc6 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
MSCI: Addressing CLIP's Inherent Limitations for Compositional Zero-Shot Learning 15 May 2025 ltpwy/MSCI/MSCI/code/model/Mutifuse_new.py 1fb29254e89e831c ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
CO-SPY: Combining Semantic and Pixel Features to Detect Synthetic Images by AI 24 Mar 2025 Megum1/Co-Spy/detectors/progan/fusion.py fc446cf956997c40 ran MIT (permissive)
Scale-Aware Contrastive Reverse Distillation for Unsupervised Medical Anomaly Detection 18 Mar 2025 medaitech/scrd4ad/models/rd4ad_mlp.py 6d8a817f41286a76 ran · metamorphic tier: deterministic no licence file found · pointer only
FeatSharp: Your Vision Model Features, Sharper 22 Feb 2025 nvlabs/radio/radio/eradio_model.py dce6ca0bf18b3f2e ran · metamorphic tier: invariant fingerprinted licence not identified · pointer only
FedLF: Adaptive Logit Adjustment and Feature Optimization in Federated Long-Tailed Learning 18 Sep 2024 18sym/FedLF/algorithm/fedlf.py 9220edd1744cdb48 ran no licence file found · pointer only
Flexible 3D Lane Detection by Hierarchical Shape MatchingFlexible 3D Lane Detection by Hierarchical Shape Matching 13 Aug 2024 Doo-do/FHLD/models/py_utils/network_point.py e21f306668b1b117 ran fingerprinted BSD-3-Clause (permissive)
MonoWAD: Weather-Adaptive Diffusion Model for Robust Monocular 3D Object Detection 23 Jul 2024 VisualAIKHU/MonoWAD/visualDet3D/networks/detectors/MonoWAD.py f7f588495112f1d3 ran fingerprinted MIT (permissive)
Learning Trimodal Relation for AVQA with Missing Modality 23 Jul 2024 VisualAIKHU/Missing-AVQA/net_grd_avst/net_avst.py 0df99f2ca89a9f10 ran · metamorphic tier: deterministic MIT (permissive)
Exemplar-free Continual Representation Learning via Learnable Drift Compensation 11 Jul 2024 alviur/ldc/LDC_supervised/utils/inc_net.py ef61c2aa0a4537c4 ran no licence file found · pointer only
SelMatch: Effectively Scaling Up Dataset Distillation via Selection-Based Initialization and Partial Updates by Trajectory Matching 28 May 2024 Yongalls/SelMatch/distill.py 9ec4246d33171db6 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
CSTA: CNN-based Spatiotemporal Attention for Video Summarization 20 May 2024 thswodnjs3/CSTA/models/ResNet.py 2b5c8002b738f378 ran MIT (permissive)
Single-to-Dual-View Adaptation for Egocentric 3D Hand Pose Estimation 7 Mar 2024 ut-vision/S2DHand/model/detnet/detnet.py fa9d6ba146288473 unverified licence not identified · pointer only
On the Road to Portability: Compressing End-to-End Motion Planner for Autonomous Driving 2 Mar 2024 tulerfeng/PlanKD/interfuser/plankd.py 4ebac9a1d0a5dad8 ran fingerprinted Apache-2.0 (permissive)
YOLOv9: Learning What You Want to Learn Using Programmable Gradient Information 21 Feb 2024 ultralytics/ultralytics/ultralytics/nn/modules/block.py 7707093cd2ca2b68 ran · metamorphic tier: deterministic AGPL-3.0 (copyleft) · pointer only
YOLOv9: Learning What You Want to Learn Using Programmable Gradient Information 21 Feb 2024 henrytsui000/YOLO/yolo/model/module.py dea6d7ba4c8c882f ran fingerprinted MIT (permissive)
SFC: Shared Feature Calibration in Weakly Supervised Semantic Segmentation 22 Jan 2024 Barrett-python/SFC/network/resnet50_SFC.py 226380d08231c500 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Accurate and Fast Compressed Video Captioning 22 Sep 2023 acherstyx/CoCap/cocap/modules/compressed_video/compressed_video_transformer.py d4142a75d5cbc67d ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Chinese Text Recognition with A Pre-Trained CLIP-Like Model Through Image-IDS Aligning 3 Sep 2023 FudanVI/FudanOCR/image-ids-CTR/CCR-CLIP/model.py 3964a61b887ad29d ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Dynamic Residual Classifier for Class Incremental Learning 25 Aug 2023 chen-xw/drc-cil/models/mafdrc.py 51093a8658ab4353 ran no licence file found · pointer only
ALIP: Adaptive Language-Image Pre-training with Synthetic Caption 16 Aug 2023 deepglint/alip/src/open_alip/model.py c633512829e5fe31 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Multi-modal Learning with Missing Modality via Shared-Specific Feature Modelling 26 Jul 2023 billhhh/ShaSpec/DualNet_SS.py 3c153f25c25aaeb4 ran · metamorphic tier: deterministic no licence file found · pointer only
EMQ: Evolving Training-free Proxies for Automated Mixed Precision Quantization 20 Jul 2023 lilujunai/emq-series/emq/predictor/pruners/measures/qe_score.py df082992e7ba0798 ran Apache-2.0 (permissive)
Segment Any Point Cloud Sequences by Distilling Vision Foundation Models 15 Jun 2023 subake/DAPS3D/train/tasks/semantic/modules/ddrnet_23_slim_salsa_da.py ab585f4a45f6186a ran · metamorphic tier: deterministic MIT (permissive)
ChessGPT: Bridging Policy Learning and Language Modeling 15 Jun 2023 waterhorse1/chessgpt/chessclip/src/open_clip/model.py 9cacb80c889cd2a4 ran fingerprinted Apache-2.0 (permissive)
Label-Retrieval-Augmented Diffusion Models for Learning from Noisy Labels 31 May 2023 puar-playground/lra-diffusion/model_diffusion.py a89b8862957e5753 ran fingerprinted MIT (permissive)
Learning Emotion Representations from Verbal and Nonverbal Communication 22 May 2023 Xeaver/EmotionCLIP/src/models/base.py 317eeb922af6df8c ran fingerprinted MIT (permissive)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction 19 Apr 2023 DCVL-3D/PointHMR_release/src/modeling/model/network.py b1366029d2881025 ran MIT (permissive)
Simulated Annealing in Early Layers Leads to Better Generalization 10 Apr 2023 amiiir-sarfi/seal/core.py 966080dd9d9fa737 ran · metamorphic tier: deterministic no licence file found · pointer only
Multi-view Adversarial Discriminator: Mine the Non-causal Factors for Object Detection in Unseen Domains 6 Apr 2023 K2OKOH/MAD/Pytorch/lib/model/faster_rcnn_MV_3/DA.py 644c6fab8e48ac8e ran · metamorphic tier: deterministic licence not identified · pointer only
FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding 4 Apr 2023 uark-cviu/fredom/models/deeplabv2.py 6e132c1466a5f892 ran · metamorphic tier: deterministic no licence file found · pointer only
Hierarchical Fine-Grained Image Forgery Detection and Localization 30 Mar 2023 chelsea234/hifi_ifdl/HiFi_Net.py e1e3fde5abbd1dba ran · metamorphic tier: deterministic MIT (permissive)
Object Discovery from Motion-Guided Tokens 27 Mar 2023 zpbao/MoTok/models/model.py 1af3ad81514e01ab ran · metamorphic tier: deterministic no licence file found · pointer only
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning 25 Mar 2023 jpthu17/dicosa/tvr/models/modeling.py d9e854326a29af63 ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
Extracting Class Activation Maps from Non-Discriminative Features as well 18 Mar 2023 zhaozhengChen/LPCAM/step/make_lpcam.py a6c982393f920735 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 4c297125998e9871 ran · metamorphic tier: deterministic no licence file found · pointer only
Amortised Invariance Learning for Contrastive Self-Supervision 24 Feb 2023 ruchikachavhan/amortized-invariance-learning-ssl/hyper_resnet.py 44c7e4a5459dbad3 unverified no licence file found · pointer only
Simple Baseline for Weather Forecasting Using Spatiotemporal Context Aggregation Network 6 Dec 2022 seominseok0429/w4c22-simple-baseline-for-weather-forecasting-using-spatiotemporal-context-aggregation-network/models/SIANet.py 2d03125e111cc67c ran licence not identified · pointer only
Flow: Per-Instance Personalized Federated Learning Through Dynamic Routing 28 Nov 2022 astuary/flow/models/cifar100_resnet_dynamic_v6.py 78fb875f53098754 ran · metamorphic tier: deterministic no licence file found · pointer only
Unsupervised visualization of image datasets using contrastive learning 18 Oct 2022 berenslab/t-simcne/tsimcne/tsimcne.py a8a906a8df4debd7 ran fingerprinted no licence file found · pointer only
Learning Semantic Correspondence with Sparse Annotations 15 Aug 2022 shuaiyihuang/scorrsan/models/model/scorrsan.py 8f94dabff3626307 ran · metamorphic tier: deterministic GPL-3.0 (copyleft) · pointer only
Static and Dynamic Concepts for Self-supervised Video Representation Learning 26 Jul 2022 shvdiwnkozbw/Self-supervised-Video-Concept/model.py 3a790dd1ff8333e6 ran · metamorphic tier: deterministic no licence file found · pointer only
Decoupled Adversarial Contrastive Learning for Self-supervised Adversarial Robustness 22 Jul 2022 pantheon5100/DeACL/solo/models/multi_bn_resnet.py 17ed925b66bec0a5 unverified no licence file found · pointer only
Grounding Visual Representations with Texts for Domain Generalization 21 Jul 2022 mswzeus/GVRT/src/algorithms.py 0365865840bb039c ran no licence file found · pointer only
3D Room Layout Estimation from a Cubemap of Panorama Image via Deep Manhattan Hough Transform 19 Jul 2022 Starrah/DMH-Net/model.py 6fb982e46213aab2 ran MIT (permissive)
Image Super-Resolution with Deep Dictionary 19 Jul 2022 shuntama/srdd/model/srdd.py 24959aec92004447 ran MIT (permissive)
CARD: Classification and Regression Diffusion Models 15 Jun 2022 xzwhan/card/classification/card_classification.py 60e91110015fe574 ran no licence file found · pointer only
CyCLIP: Cyclic Contrastive Language-Image Pretraining 28 May 2022 goel-shashank/CyCLIP/pkgs/openai/model.py c44721bed5b54af9 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Orchestra: Unsupervised Federated Learning via Globally Consistent Clustering 23 May 2022 akhilmathurs/orchestra/models.py 768ebdb44a637d9f ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation 21 Apr 2022 chunbolang/DCP/model/DCP.py 9b6cbc9dee558bd7 ran · metamorphic tier: deterministic MIT (permissive)
AdaFace: Quality Adaptive Margin for Face Recognition 3 Apr 2022 Armxyz1/Results-on-RFW/AdaFace/backbones/net.py c9258e60d2cf27ee unverified no licence file found · pointer only
RSCFed: Random Sampling Consensus Federated Semi-supervised Learning 26 Mar 2022 XMed-Lab/RSCFed/local_unsupervised.py 02bba6787a28973f ran · metamorphic tier: deterministic licence not identified · pointer only
Group Contextualization for Video Recognition 18 Mar 2022 haoyanbin918/Group-Contextualization/nets/GC_GST.py 681847d2c90069fd ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Cross Language Image Matching for Weakly Supervised Semantic Segmentation 5 Mar 2022 CVI-SZU/CLIMS/net/resnet50_clims.py 66ce011f04b2d85f ran MIT (permissive)
Semantic-Aware Representation Blending for Multi-Label Image Recognition with Partial Labels 4 Mar 2022 HCPLab-SYSU/HCP-MLR-PL/model/SARB.py 4d4b93df23991b60 ran · metamorphic tier: invariant no licence file found · pointer only
Content-Variant Reference Image Quality Assessment via Knowledge Distillation 26 Feb 2022 guanghaoyin/CVRKD-IQA/models/DistillationIQA.py e58ef2d53828a3a5 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Indiscriminate Poisoning Attacks on Unsupervised Contrastive Learning 22 Feb 2022 kaiwenzha/contrastive-poisoning/model.py 613844ebc89b237b ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
CADRE: A Cascade Deep Reinforcement Learning Framework for Vision-based Autonomous Urban Driving 17 Feb 2022 BIT-MCS/Cadre/carla_perception/Networks/danet.py c0887ec4580aa5e6 ran MIT (permissive)
Anomaly Detection via Reverse Distillation from One-Class Embedding 26 Jan 2022 hq-deng/RD4AD/de_resnet.py 2d33e6c48f4a2845 ran MIT (permissive)
HRFormer: High-Resolution Transformer for Dense Prediction 18 Oct 2021 HRNet/HRFormer/cls/models/hrt.py 70a3b60f25883442 ran · metamorphic tier: deterministic MIT (permissive)
Localization with Sampling-Argmax 17 Oct 2021 Jeff-sjtu/sampling-argmax/sampling_argmax/models/simplepose.py ab80417184d5395f ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Hierarchical Kinematic Probability Distributions for 3D Human Shape and Pose Estimation from Images in the Wild 3 Oct 2021 akashsengupta1997/hierarchicalprobabilistic3dhuman/models/poseMF_shapeGaussian_net.py c30c22b8fd27de76 ran MIT (permissive)
Learning Conditional Knowledge Distillation for Degraded-Reference Image Quality Assessment 18 Aug 2021 researchmm/ckdn/ckdn.py 9a82dfb311954668 ran MIT (permissive)
MT-ORL: Multi-Task Occlusion Relationship Learning 12 Aug 2021 fengpanhe/MT-ORL/mtorl/models/opnet.py f38bd74e313761e2 unverified Apache-2.0 (permissive)
Enhancing Self-supervised Video Representation Learning via Multi-level Feature Optimization 4 Aug 2021 shvdiwnkozbw/video-representation-via-multi-level-optimization/model.py fa038f792a0dca8a ran · metamorphic tier: deterministic no licence file found · pointer only
Adaptive Focus for Efficient Video Recognition 7 May 2021 blackfeather-wang/AdaFocus/Experiments on ActivityNet, FCVID and Mini-Kinetics/models/gfv_net.py dba4e40d3ec4e1a6 ran no licence file found · pointer only
DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic Segmentation 22 Apr 2021 W-zx-Y/DANNet/network/deeplab.py fd9be1e3680371d4 ran fingerprinted Apache-2.0 (permissive)
Image Manipulation Detection by Multi-View Multi-Scale Supervision 14 Apr 2021 dddb11/MVSS-Net/models/mvssnet.py e432930680d7b4f8 ran · metamorphic tier: invariant no licence file found · pointer only
Progressive Semantic Segmentation 8 Apr 2021 VinAIResearch/MagNet/magnet/model/refinement.py 00d4d1f7b250cac9 ran · metamorphic tier: invariant AGPL-3.0 (copyleft) · pointer only
Neural Feature Search for RGB-Infrared Person Re-Identification 6 Apr 2021 mangye16/Cross-Modal-Re-ID-baseline/ICCV21_CAJ/model.py 1ac2e5df7496b629 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Bottom-Up Human Pose Estimation Via Disentangled Keypoint Regression 6 Apr 2021 HRNet/DEKR/lib/models/hrnet_dekr.py ee40752cec440da0 ran MIT (permissive)
Weakly-supervised Instance Segmentation via Class-agnostic Learning with Salient Images 4 Apr 2021 hustvl/BoxCaseg/joint_training/lib/models/seg_hrnet_trans_fcn.py 2f43e25b9234b456 ran MIT (permissive)
Diverse Gaussian Noise Consistency Regularization for Robustness and Uncertainty Calibration 2 Apr 2021 theot1/dign/DiGN.py c5503c74c1ea7353 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Space-Time Crop & Attend: Improving Cross-modal Video Representation Learning 18 Mar 2021 facebookresearch/GDT/model.py 346198401060aa08 ran Apache-2.0 (permissive)
Deep Dual Consecutive Network for Human Pose Estimation 12 Mar 2021 Pose-Group/DCPose/posetimation/zoo/DcPose/dcpose_rsn.py 5176a55bf25581f9 ran no licence file found · pointer only
Watching You: Global-guided Reciprocal Learning for Video-based Person Re-identification 7 Mar 2021 flysnowtiger/GRL/reid/models/grl_model.py f2372cff8602f16e ran · metamorphic tier: deterministic no licence file found · pointer only
Scribble-Supervised Semantic Segmentation by Uncertainty Reduction on Neural Representation and Self-Supervision on Neural Eigenspace 19 Feb 2021 panzhiyi/URSS/model_RW.py 0c519f674a188111 ran · metamorphic tier: invariant no licence file found · pointer only
Bottleneck Transformers for Visual Recognition 27 Jan 2021 leaderj1001/BottleneckTransformers/model.py a1c9f8ce96f754a0 ran MIT (permissive)
Bottleneck Transformers for Visual Recognition 27 Jan 2021 nachiket273/VisTrans/vistrans/models/botnet.py 6fd5faa3cfeccf67 unverified MIT (permissive)
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation 26 Jan 2021 microsoft/ProDA/models/adaptation_modelv2.py 6020d23a07c55f29 ran · metamorphic tier: deterministic MIT (permissive)
Exploring Simple Siamese Representation Learning 20 Nov 2020 Reza-Safdari/SimSiam/simsiam/model_factory.py 47df0764b5090ea2 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Maximum-Entropy Adversarial Data Augmentation for Improved Generalization and Robustness 15 Oct 2020 garyzhao/ME-ADA/model_cifar.py b7b0351f60ac3a4a ran fingerprinted BSD-3-Clause (permissive)
DeepSVG: A Hierarchical Generative Network for Vector Graphics Animation 22 Jul 2020 alexandre01/deepsvg/deepsvg/model/model.py 317c8344bea83044 unverified MIT (permissive)
Flexible Dataset Distillation: Learn Labels Instead of Images 15 Jun 2020 ondrejbohdal/label-distillation/label_distillation_or2.py b4347dcd0955b1c1 ran MIT (permissive)
Global Context-Aware Progressive Aggregation Network for Salient Object Detection 2 Mar 2020 JosephChenHub/GCPANet/net.py 859dbcc01a3c5cf8 ran · metamorphic tier: invariant no licence file found · pointer only
An End-to-End Visual-Audio Attention Network for Emotion Recognition in User-Generated Videos 12 Feb 2020 maysonma/VAANet/models/vaanet.py d476b566a0250682 ran no licence file found · pointer only
A Simple Framework for Contrastive Learning of Visual Representations 13 Feb 2020 cyrilvallez/image-manipulation-detection/hashing/SimCLRv1/resnet_wider.py e6a9a9260ef0a74a ran MIT (permissive)
Searching for MobileNetV3 6 May 2019 showlo/mobilenetv3/mobileNetV3.py 9a228be8d95a8267 ran · metamorphic tier: deterministic no licence file found · pointer only
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation 7 Feb 2018 mlearing/pytorch-deeplab-v3-plus/networks/deeplab_resnet.py 682f6d56a1c45f69 ran · metamorphic tier: deterministic MIT (permissive)
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation 7 Feb 2018 petko-nikolov/pysemseg/pysemseg/models/deeplab.py df2ed20fe3290ced ran · metamorphic tier: deterministic GPL-3.0 (copyleft) · pointer only
MobileNetV2: Inverted Residuals and Linear Bottlenecks 13 Jan 2018 KaFaiFai/MobileNet-PyTorch-Converter/model/mobile_net_v2.py da6b7b615ed04f09 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
MobileNetV2: Inverted Residuals and Linear Bottlenecks 13 Jan 2018 PolinaDruzhinina/modelnet/models/mobilenetv2.py 723634d7ddcbd75d ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Aggregated Residual Transformations for Deep Neural Networks 16 Nov 2016 Duplums/bhb10k-dl-benchmark/models/resnet.py b4fb603c24975287 ran no licence file found · pointer only
Deep Residual Learning for Image Recognition 10 Dec 2015 yakhyo/head-pose-estimation/models/resnet.py 23e571cc7ee49c29 ran · metamorphic tier: deterministic MIT (permissive)
Deep Residual Learning for Image Recognition 10 Dec 2015 ultralytics/yolov5/models/common.py 641556a532717bff ran · metamorphic tier: deterministic AGPL-3.0 (copyleft) · pointer only
Deep Residual Learning for Image Recognition 10 Dec 2015 EdenMelaku/Transfer-Learning-Pytorch-Implmentation/feature extraction/resnet.py 9ea7ba95f771e336 ran · metamorphic tier: deterministic no licence file found · pointer only
Deep Residual Learning for Image Recognition 10 Dec 2015 yxgeee/MMT/mmt/models/resnet_ibn_a.py 71c25f1b22a7ea5a ran MIT (permissive)
Deep Residual Learning for Image Recognition 10 Dec 2015 alexsax/midlevel-reps/evkit/models/taskonomy_network.py 485109a1d5380143 ran MIT (permissive)
Deep Residual Learning for Image Recognition 10 Dec 2015 pytorch/vision/torchvision/models/resnet.py b0e96d4bdddc7c3e ran · metamorphic tier: invariant BSD-3-Clause (permissive)
Deep Residual Learning for Image Recognition 10 Dec 2015 zjZSTU/ResNet/py/lib/models/resnet/res_net.py b8d99c77c05db072 ran Apache-2.0 (permissive)
Deep Residual Learning for Image Recognition 10 Dec 2015 alecwangcq/KFAC-Pytorch/models/cifar/preresnet.py b0d0e6800c777b86 ran fingerprinted no licence file found · pointer only
Deep Residual Learning for Image Recognition 10 Dec 2015 yangorwell/NGPlus/imagenet/resnet_ngplus.py c967732efc9baa2b ran no licence file found · pointer only
Deep Residual Learning for Image Recognition 10 Dec 2015 oskyhn/CNNs-Without-Borders/full_conv/Exp3_image_shifts/models_lpf/resnet.py 0806d76099ba3e7d ran BSD-3-Clause (permissive)
Deep Residual Learning for Image Recognition 10 Dec 2015 kun-woo-park/Deeplearning_project_STL_10/function_class_for_train.py 9b731793149d80fa ran AGPL-3.0 (copyleft) · pointer only
Deep Residual Learning for Image Recognition 10 Dec 2015 JaidedAI/EasyOCR/easyocr/DBNet/backbones/resnet.py 7c6a40fd4a5091f1 ran Apache-2.0 (permissive)
Deep Residual Learning for Image Recognition 10 Dec 2015 mlvccn/bmtc_transferattackvid/Image/models/ResNet.py 39051456bc337160 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Deep Residual Learning for Image Recognition 10 Dec 2015 dssbxx/k_labels_resnet50/resnet50.py ebfc9db48632732d ran fingerprinted no licence file found · pointer only
U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 lRomul/argus-tgs-salt/src/nick_zoo/unet_flex.py 16810b01c5bf6dc3 ran · metamorphic tier: invariant MIT (permissive)
arXiv:ijcai2021_0083 AISIGSJTU/Themis/models/genet.py e01c4d5d61ddd09d unverified no licence file found · pointer only
arXiv:2025.findings-emnlp.28 BUAAPY/ProPy/modules/clip_propy.py 6cb791919528bcbd ran · metamorphic tier: deterministic fingerprinted 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".

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