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pil_loader

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

pil_loader appears in the code Syntology harvested for 144 papers, as 43 distinct code bodies found in 148 places (a place is one code body under one paper). At least one of them ran in 110 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 pil_loader 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 18 of the 43 distinct code bodies named pil_loader; 25 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

10ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
8ran
25unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 47 of the 148 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

100 papers shown of 144 (newest first; the JSON twin carries all 148 places); 101 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 8 papers added by Syntology; 17 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
Robustness Cannot be Reduced to Regularization: Studying Adversarial Training Beyond the Linear Case added by Syntology 2026-06 (from id) RobustBench/robustbench/robustbench/loaders.py f321f54723433661 ran · honoured contract no licence file found · pointer only
Ramen: Robust Test-Time Adaptation of Vision-Language Models with Active Sample Selection added by Syntology 2026-04 (from id) baowenxuan/Ramen/src/datasets/utils.py f321f54723433661 ran · honoured contract no licence file found · pointer only
Noise-Adaptive Diffusion Sampling for Inverse Problems Without Task-Specific Tuning added by Syntology 2026-04 (from id) NA-HMC/NA-HMC/datasets/imagenet_subset.py f321f54723433661 ran · honoured contract no licence file found · pointer only
FedBCGD: Communication-Efficient Accelerated Block Coordinate Gradient Descent for Federated Learning added by Syntology 5 Mar 2026 junkangLiu0/FedBCGD/dataset/tiny_imagenet.py 1df9a5ffd9b38c34 ran · honoured contract no licence file found · pointer only
Inference-Time Scaling for Visual AutoRegressive modeling by Searching Representative Samples added by Syntology 2026-01 (from id) WD7ang/VAR-Scaling/VAR-main/utils/data.py b1714d4e3b7ac3b9 unverified MIT (permissive)
FaceRefiner: High-Fidelity Facial Texture Refinement with Differentiable Rendering-based Style Transfer added by Syntology 2026-01 (from id) HarshWinterBytes/FaceRefiner/style_transfer_3d.py 78ba96e17205fe58 ran · honoured contract MIT (permissive)
Torch-Uncertainty: A Deep Learning Framework for Uncertainty Quantification added by Syntology 2025-11 (from id) ENSTA-U2IS-AI/Torch-Uncertainty/src/torch_uncertainty/datasets/frost.py 5213888f83db6912 unverified Apache-2.0 (permissive)
Mint: A Simple Test-Time Adaptation of Vision-Language Models against Common Corruptions added by Syntology 2025-10 (from id) baowenxuan/Mint/src/datasets/utils.py f321f54723433661 ran · honoured contract no licence file found · pointer only
arXiv:2506.23516 2025-06 (from id) Seongyeol-kim/FedWSQ/datasets/tiny_imagenet.py 1df9a5ffd9b38c34 ran · honoured contract no licence file found · pointer only
Foundation Model Insights and a Multi-Model Approach for Superior Fine-Grained One-shot Subset Selection 17 Jun 2025 ZhijingWan/RAM-APL/deepcore/datasets/CUB_200_2011.py f321f54723433661 ran · honoured contract MIT (permissive)
Personalized Representation from Personalized Generation 20 Dec 2024 ssundaram21/personalized-rep/dataset/image_dataset.py 56f43e8386219d7a unverified MIT (permissive)
MOS: Model Surgery for Pre-Trained Model-Based Class-Incremental Learning 12 Dec 2024 sun-hailong/aaai25-mos/utils/data_manager.py 66b63ed4f327a712 unverified no licence file found · pointer only
Backdoor Attacks against No-Reference Image Quality Assessment Models via a Scalable Trigger 10 Dec 2024 yuyi-sd/baiqa/PGD_demo.py f321f54723433661 ran · honoured contract no licence file found · pointer only
Infinity: Scaling Bitwise AutoRegressive Modeling for High-Resolution Image Synthesis 5 Dec 2024 FoundationVision/VAR/utils/data.py b1714d4e3b7ac3b9 unverified MIT (permissive)
Understanding Bias in Large-Scale Visual Datasets 2 Dec 2024 boyazeng/understand_bias/dataset.py f6be833ba409926f ran · honoured contract no licence file found · pointer only
M-VAR: Decoupled Scale-wise Autoregressive Modeling for High-Quality Image Generation 15 Nov 2024 oliverrensu/mvar/utils/data.py b1714d4e3b7ac3b9 unverified no licence file found · pointer only
OwMatch: Conditional Self-Labeling with Consistency for Open-World Semi-Supervised Learning 4 Nov 2024 niusj03/OwMatch/open_world_imagenet.py f321f54723433661 ran · honoured contract MIT (permissive)
Benchmarking Pathology Foundation Models: Adaptation Strategies and Scenarios 21 Oct 2024 quiil/benchmarkingpathologyfoundationmodels/data_lib/dataloader.py f6be833ba409926f ran · honoured contract no licence file found · pointer only
Benchmarking Data Heterogeneity Evaluation Approaches for Personalized Federated Learning 9 Oct 2024 xiaoni-61/dh-benchmark/datasets.py f321f54723433661 ran · honoured contract MIT (permissive)
Procedure-Aware Surgical Video-language Pretraining with Hierarchical Knowledge Augmentation 30 Sep 2024 CAMMA-public/SurgVLP/surgvlp/codes/datasets/recognition_frame.py 1df9a5ffd9b38c34 ran · honoured contract no licence file found · pointer only
SAN: Hypothesizing Long-Term Synaptic Development and Neural Engram Mechanism in Scalable Model's Parameter-Efficient Fine-Tuning 24 Aug 2024 daviddaiiiii/san-peft/utils/io_utils.py 59db0073c086bf60 ran no licence file found · pointer only
Scalable Autoregressive Image Generation with Mamba 22 Aug 2024 hp-l33/aim/util/data.py 68729b3b14f1970a ran MIT (permissive)
Mono-ViFI: A Unified Learning Framework for Self-supervised Single- and Multi-frame Monocular Depth Estimation 19 Jul 2024 liujf1226/mono-vifi/datasets/mono_dataset.py 1df9a5ffd9b38c34 ran · honoured contract MIT (permissive)
PSC: Posterior Sampling-Based Compression 13 Jul 2024 noamelata/AdaSense/datasets/imagenet_subset.py f321f54723433661 ran · honoured contract no licence file found · pointer only
PDiscoFormer: Relaxing Part Discovery Constraints with Vision Transformers 5 Jul 2024 ananthu-aniraj/pdiscoformer/utils/data_utils/dataset_utils.py 6df2bbbda7469611 ran · honoured contract MIT (permissive)
Denoising as Adaptation: Noise-Space Domain Adaptation for Image Restoration 26 Jun 2024 kangliao929/noise-da/core/base_dataset.py 534e80dab769ec2f ran licence not identified · pointer only
IMDL-BenCo: A Comprehensive Benchmark and Codebase for Image Manipulation Detection & Localization 15 Jun 2024 scu-zjz/IMDLBenCo/IMDLBenCo/datasets/utils.py f67f7fd670b8667b ran · honoured contract CC-BY-4.0 · pointer only
Self-supervised Adversarial Training of Monocular Depth Estimation against Physical-World Attacks 9 Jun 2024 Bob-cheng/DepthModelHardening/dataLoader.py 803f2bd90f370619 unverified MIT (permissive)
Decomposing the Neurons: Activation Sparsity via Mixture of Experts for Continual Test Time Adaptation 26 May 2024 royzry98/moase-pytorch/robustbench/loaders.py f321f54723433661 ran · honoured contract no licence file found · pointer only
Deep Data Consistency: a Fast and Robust Diffusion Model-based Solver for Inverse Problems 17 May 2024 hanyu-chen373/deepdataconsistency/guided_diffusion/datasets/imagenet_subset.py f321f54723433661 ran · honoured contract MIT (permissive)
Modeling Caption Diversity in Contrastive Vision-Language Pretraining 30 Apr 2024 facebookresearch/llip/llip/clipeval/datasets.py f321f54723433661 ran · honoured contract no licence file found · pointer only
GUing: A Mobile GUI Search Engine using a Vision-Language Model 30 Apr 2024 jl-wei/guing/classification/train_image_classification.py 80bdf0966120873f ran · honoured contract no licence file found · pointer only
Leveraging Cross-Modal Neighbor Representation for Improved CLIP Classification 27 Apr 2024 ycaigogogo/cvpr24-coder/datasets/dataset_class.py f321f54723433661 ran · honoured contract no licence file found · pointer only
GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration 23 Apr 2024 sunanhe/meddr/src/train/dataset.py 700e7b33548e7070 ran MIT (permissive)
Continual Learning on a Diet: Learning from Sparsely Labeled Streams Under Constrained Computation 19 Apr 2024 wx-zhang/continual-learning-on-a-diet/dataset/utils.py f6be833ba409926f ran · honoured contract no licence file found · pointer only
InfoMatch: Entropy Neural Estimation for Semi-Supervised Image Classification 17 Apr 2024 kunzhan/infomatch/dataset/ImageNet.py f321f54723433661 ran · honoured contract no licence file found · pointer only
Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision Transformers 9 Apr 2024 dipamgoswami/fscil-calibration/utils/data_manager.py 66b63ed4f327a712 unverified MIT (permissive)
Learning Equi-angular Representations for Online Continual Learning 2 Apr 2024 yonseivnl/earl/datasets.py f321f54723433661 ran · honoured contract no licence file found · pointer only
Heracles: A Hybrid SSM-Transformer Model for High-Resolution Image and Time-Series Analysis 26 Mar 2024 badripatro/heracles/mcloader/mcloader.py 6cc5ed3b37c68d9d ran no licence file found · pointer only
SiMBA: Simplified Mamba-Based Architecture for Vision and Multivariate Time series 22 Mar 2024 badripatro/simba/classification/mcloader/mcloader.py 6cc5ed3b37c68d9d ran no licence file found · pointer only
Confidence Self-Calibration for Multi-Label Class-Incremental Learning 19 Mar 2024 Kaile-Du/CSC/CSC/src/helper_functions/coco_loader.py 1df9a5ffd9b38c34 ran · honoured contract no licence file found · pointer only
PeerAiD: Improving Adversarial Distillation from a Specialized Peer Tutor 11 Mar 2024 jaewonalive/peeraid/robustbench/loaders.py f321f54723433661 ran · honoured contract GPL-3.0 (copyleft) · pointer only
Adversarial Training on Purification (AToP): Advancing Both Robustness and Generalization 29 Jan 2024 glin2022/atop/utils/data.py f321f54723433661 ran · honoured contract no licence file found · pointer only
Data-Free Generalized Zero-Shot Learning 28 Jan 2024 ylong4/dfzsl/pt/feature_train_prompt.py 65754b7bbf87096d ran no licence file found · pointer only
Image Restoration by Denoising Diffusion Models with Iteratively Preconditioned Guidance 27 Dec 2023 tirer-lab/ddpg/datasets/imagenet_subset.py f321f54723433661 ran · honoured contract no licence file found · pointer only
Multi-scale Reconstruction of Turbulent Rotating Flows with Generative Diffusion Models 2023-12 (from id) smartturb/palette-turb/core/base_dataset.py 534e80dab769ec2f ran MIT (permissive)
OccNeRF: Advancing 3D Occupancy Prediction in LiDAR-Free Environments 14 Dec 2023 linshan-bin/occnerf/datasets/mono_dataset.py 1df9a5ffd9b38c34 ran · honoured contract Apache-2.0 (permissive)
Exploiting Label Skews in Federated Learning with Model Concatenation 11 Dec 2023 sjtudyq/fedconcat/datasets.py f321f54723433661 ran · honoured contract MIT (permissive)
Effective Quantization for Diffusion Models on CPUs 2 Nov 2023 intel/intel-extension-for-transformers/examples/huggingface/pytorch/image-classification/deployment/imagenet/vit/model_quant_convert.py 80bdf0966120873f ran · honoured contract Apache-2.0 (permissive)
Deep Equilibrium Diffusion Restoration with Parallel Sampling 20 Nov 2023 caojiezhang/deqir/datasets/imagenet_subset.py f321f54723433661 ran · honoured contract no licence file found · pointer only
Unlocking the Potential of Prompt-Tuning in Bridging Generalized and Personalized Federated Learning 27 Oct 2023 ubc-tea/SGPT/datasets.py f321f54723433661 ran · honoured contract MIT (permissive)
RoboDepth: Robust Out-of-Distribution Depth Estimation under Corruptions 23 Oct 2023 noahzn/Lite-Mono/datasets/mono_dataset.py 1df9a5ffd9b38c34 ran · honoured contract MIT (permissive)
Boosting Black-box Attack to Deep Neural Networks with Conditional Diffusion Models 11 Oct 2023 ryliu68/CDMA/core/base_dataset.py 534e80dab769ec2f ran MIT (permissive)
AGG-Net: Attention Guided Gated-convolutional Network for Depth Image Completion 4 Sep 2023 htx0601/AGG-Net/datasets.py 4023cc2a0e08c4d8 ran no licence file found · pointer only
360-Degree Panorama Generation from Few Unregistered NFoV Images 28 Aug 2023 shanemankiw/panodiff/RelativeRotation/dataset.py f321f54723433661 ran · honoured contract no licence file found · pointer only
Referring Image Segmentation Using Text Supervision 28 Aug 2023 fawnliu/tris/IRNet/imutils.py 4f8ddb114d286a0f ran MIT (permissive)
IOMatch: Simplifying Open-Set Semi-Supervised Learning with Joint Inliers and Outliers Utilization 25 Aug 2023 nukezil/IOMatch/semilearn/algorithms/openmatch/openmatch.py f321f54723433661 ran · honoured contract MIT (permissive)
Label-Free Event-based Object Recognition via Joint Learning with Image Reconstruction from Events 18 Aug 2023 chohoonhee/ev-lafor/datasets/N_imagenet100.py f321f54723433661 ran · honoured contract MIT (permissive)
NAPA-VQ: Neighborhood Aware Prototype Augmentation with Vector Quantization for Continual Learning 18 Aug 2023 tamasham/napa-vq/data_managers/data_manager_imagenet.py f321f54723433661 ran · honoured contract no licence file found · pointer only
IDiff-Face: Synthetic-based Face Recognition through Fizzy Identity-Conditioned Diffusion Models 9 Aug 2023 fdbtrs/IDiff-Face/face_recognition_training/limited_image_folder_dataset.py f6be833ba409926f ran · honoured contract no licence file found · pointer only
DiffCR: A Fast Conditional Diffusion Framework for Cloud Removal from Optical Satellite Images 8 Aug 2023 xavierjiezou/diffcr/core/base_dataset.py 534e80dab769ec2f ran no licence file found · pointer only
IML-ViT: Benchmarking Image Manipulation Localization by Vision Transformer 27 Jul 2023 sunnyhaze/iml-vit/utils/datasets.py f67f7fd670b8667b ran · honoured contract MIT (permissive)
Revisiting Distillation for Continual Learning on Visual Question Localized-Answering in Robotic Surgery 22 Jul 2023 longbai1006/cs-vqla/utils/data_manager.py 66b63ed4f327a712 unverified MIT (permissive)
Benchmarking Test-Time Adaptation against Distribution Shifts in Image Classification 6 Jul 2023 yuyongcan/benchmark-tta/robustbench/loaders.py f321f54723433661 ran · honoured contract no licence file found · pointer only
DIAGNOSIS: Detecting Unauthorized Data Usages in Text-to-image Diffusion Models 6 Jul 2023 zhentingwang/diagnosis/binary_classifier.py f6be833ba409926f ran · honoured contract no licence file found · pointer only
RanPAC: Random Projections and Pre-trained Models for Continual Learning 5 Jul 2023 ranpac/ranpac/utils/data_manager.py 66b63ed4f327a712 unverified MIT (permissive)
Wasserstein distributional robustness of neural networks 16 Jun 2023 janobloj/w-dro-adversarial-methods/src/imagenet_loader.py f321f54723433661 ran · honoured contract MIT (permissive)
Online Continual Learning Without the Storage Constraint 16 May 2023 drimpossible/acm/src/features/torchutils.py f321f54723433661 ran · honoured contract MIT (permissive)
Hyperbolic Image-Text Representations 18 Apr 2023 facebookresearch/slip/datasets.py 41dbe0d4c6e1d565 unverified MIT recorded; this copy not marked cleared · pointer only
LINe: Out-of-Distribution Detection by Leveraging Important Neurons 24 Mar 2023 yonghyun-ahn/line-out-of-distribution-detection-by-leveraging-important-neurons/util/dataset_largescale.py bfe25354cd38a1d7 unverified MIT (permissive)
Unlimited-Size Diffusion Restoration 1 Mar 2023 wyhuai/ddnm/datasets/imagenet_subset.py f321f54723433661 ran · honoured contract MIT (permissive)
Algorithm Selection for Deep Active Learning with Imbalanced Datasets 14 Feb 2023 jifanz/tailor/dataset/caltech256_dataset.py f321f54723433661 ran · honoured contract MIT (permissive)
GibbsDDRM: A Partially Collapsed Gibbs Sampler for Solving Blind Inverse Problems with Denoising Diffusion Restoration 30 Jan 2023 sony/gibbsddrm/datasets/imagenet_subset.py f321f54723433661 ran · honoured contract MIT (permissive)
Policy Pre-training for Autonomous Driving via Self-supervised Geometric Modeling 3 Jan 2023 opendrivelab/ppgeo/data_ytb.py 1df9a5ffd9b38c34 ran · honoured contract Apache-2.0 (permissive)
Masked Event Modeling: Self-Supervised Pretraining for Event Cameras 20 Dec 2022 tum-vision/mem/mem/dataset_folder.py f6be833ba409926f ran · honoured contract Apache-2.0 (permissive)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model 1 Dec 2022 ipc-lab/deepjscc-diffusion/datasets/imagenet_subset.py f321f54723433661 ran · honoured contract MIT (permissive)
FedTP: Federated Learning by Transformer Personalization 3 Nov 2022 zhyczy/fedtp/datasets.py f321f54723433661 ran · honoured contract MIT (permissive)
Memory Population in Continual Learning via Outlier Elimination 4 Jul 2022 JuliousHurtado/MOE/datasets/tiny_imagenet.py f6be833ba409926f ran · honoured contract MIT (permissive)
Masked Unsupervised Self-training for Label-free Image Classification 7 Jun 2022 salesforce/must/build_dataset.py f6be833ba409926f ran · honoured contract BSD-3-Clause (permissive)
SurroundDepth: Entangling Surrounding Views for Self-Supervised Multi-Camera Depth Estimation 7 Apr 2022 weiyithu/surrounddepth/datasets/mono_dataset.py 1df9a5ffd9b38c34 ran · honoured contract MIT (permissive)
OccamNets: Mitigating Dataset Bias by Favoring Simpler Hypotheses 5 Apr 2022 erobic/occam-nets-v1/datasets/image_net_dataset.py f321f54723433661 ran · honoured contract MIT (permissive)
Bamboo: Building Mega-Scale Vision Dataset Continually with Human-Machine Synergy 15 Mar 2022 zhangyuanhan-ai/bamboo/Bamboo-Benchmark/dataset.py a8f561aa316f61d5 ran · honoured contract no licence file found · pointer only
What Makes Transfer Learning Work For Medical Images: Feature Reuse & Other Factors 2 Mar 2022 ChrisMats/feature-reuse/utils/_utils.py f8837cdcc2eb415e unverified MIT (permissive)
Self-Supervised Keypoint Discovery in Behavioral Videos 9 Dec 2021 neuroethology/bkind/extract_features.py f321f54723433661 ran · honoured contract Apache-2.0 (permissive)
Adaptive Token Sampling For Efficient Vision Transformers 30 Nov 2021 adaptivetokensampling/ATS/libs/datasets/imagenet.py f6be833ba409926f ran · honoured contract Apache-2.0 recorded; this copy not marked cleared · pointer only
IDR: Self-Supervised Image Denoising via Iterative Data Refinement 29 Nov 2021 zhangyi-3/idr/dataset/imagefolder.py a8f561aa316f61d5 ran · honoured contract MIT (permissive)
Weakly-guided Self-supervised Pretraining for Temporal Activity Detection 26 Nov 2021 kkahatapitiya/SSDet/kinetics.py 1df9a5ffd9b38c34 ran · honoured contract MIT (permissive)
DICE: Leveraging Sparsification for Out-of-Distribution Detection 18 Nov 2021 deeplearning-wisc/dice/util/dataset_largescale.py bfe25354cd38a1d7 unverified MIT (permissive)
Coarse-to-Fine Reasoning for Visual Question Answering 6 Oct 2021 aioz-ai/crf_vqa/src/utils.py 1df9a5ffd9b38c34 ran · honoured contract MIT (permissive)
CycleMLP: A MLP-like Architecture for Dense Prediction 21 Jul 2021 ShoufaChen/CycleMLP/mcloader/mcloader.py 6cc5ed3b37c68d9d ran MIT (permissive)
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers 31 May 2021 alessiomora/unlearning_fl/unlearning_fl/centralized_aircrafts.py d2ab609def2d3e40 unverified Apache-2.0 (permissive)
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers 31 May 2021 alessiomora/unlearning_fl/unlearning_fl/dataset_preparation.py 4fb2c2bdfa4534bd unverified Apache-2.0 (permissive)
Backdoor Attacks on Self-Supervised Learning 21 May 2021 UMBCvision/SSL-Backdoor/rotnet/jgg_dataset.py f321f54723433661 ran · honoured contract MIT (permissive)
Towards Discovery and Attribution of Open-world GAN Generated Images 10 May 2021 Sharath-girish/openworld-gan/datasets.py f321f54723433661 ran · honoured contract MIT (permissive)
Rehearsal revealed: The limits and merits of revisiting samples in continual learning 15 Apr 2021 identical code first harvested elsewhere f321f54723433661 ran · honoured contract licence of this copy not recorded
Open-sourced Dataset Protection via Backdoor Watermarking 12 Oct 2020 THUYimingLi/Open-sourced_Dataset_Protection/GTSRB/evaluate.py 2648c31bf538f80c unverified Apache-2.0 (permissive)
Active Contrastive Learning of Audio-Visual Video Representations 31 Aug 2020 yunyikristy/CM-ACC/datasets/activitynet.py 1df9a5ffd9b38c34 ran · honoured contract MIT (permissive)
TF-NAS: Rethinking Three Search Freedoms of Latency-Constrained Differentiable Neural Architecture Search 12 Aug 2020 AberHu/TF-NAS/dataset/dataset.py 5b64a4093002f637 unverified MIT (permissive)
Memory-augmented Dense Predictive Coding for Video Representation Learning 3 Aug 2020 TengdaHan/MemDPC/memdpc/dataset.py 1df9a5ffd9b38c34 ran · honoured contract Apache-2.0 (permissive)
Identity-Guided Human Semantic Parsing for Person Re-Identification 27 Jul 2020 CASIA-IVA-Lab/ISP-reID/engine/clustering.py 1508ae9fb90b8de1 unverified Apache-2.0 (permissive)
CrossTransformers: spatially-aware few-shot transfer 22 Jul 2020 skrish13/CrossTransformers-PyTorch/dataset.py 8f03e823e1ea61e9 ran · honoured contract Apache-2.0 (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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