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Stanford Cars

Papers archive 2025-07-28

papers with a benchmark row: 123 · with a code link: 102 · where Syntology ran a sample: 48 (46 with a run with no instrument failure, 2 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (48 of 123 with a benchmark row: 46 with a run with no instrument failure, 2 where every run was a failure of Syntology's instrument)

Syntology We ran code from the paper's repository; we did not run it on this dataset or check it against this dataset's benchmarks.

Page 1 of 1: papers 1 to 48 of the 48 papers with a benchmark row here where Syntology ran at least one harvested sample (46 with a run with no instrument failure, 2 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.

The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset, not that list; the archive's count for this dataset is 790. The Syntology column is from Syntology's graph, stated per sample; it is not part of any archive number. A line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified” (C is a part of N, never taken away from it); the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. When the archive marks a repository official for the paper, the cell starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record.

PaperCodeResultsDateSamples run Syntology
Let Go of Your Labels with Unsupervised Transfer 1 1 11 Jun 2024 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (4 pointer-only for licence)
Label Propagation for Zero-shot Classification with Vision-Language Models 1 3 5 Apr 2024 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
Prompt Learning via Meta-Regularization 1 1 1 Apr 2024 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 3 unverified (2 pointer-only for licence)
DenseNets Reloaded: Paradigm Shift Beyond ResNets and ViTs 3 4 28 Mar 2024 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 3 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models 2 1 11 Dec 2023 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 3 unverified (5 pointer-only for licence)
DePT: Decoupled Prompt Tuning 1 1 14 Sep 2023 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 4 unverified (8 pointer-only for licence)
Read-only Prompt Optimization for Vision-Language Few-shot Learning 1 1 29 Aug 2023 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
Self-regulating Prompts: Foundational Model Adaptation without Forgetting 2 1 13 Jul 2023 official (archive's flag): 4 ran · 17 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 4 where Syntology's instrument failed) · 4 unverified (3 pointer-only for licence)
Consistency-guided Prompt Learning for Vision-Language Models 2 1 1 Jun 2023 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 3 unverified (4 pointer-only for licence)
Is Synthetic Data From Diffusion Models Ready for Knowledge Distillation? 1 1 22 May 2023 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
MaPLe: Multi-modal Prompt Learning 3 1 6 Oct 2022 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
On the Eigenvalues of Global Covariance Pooling for Fine-grained Visual Recognition 1 1 26 May 2022 official (archive's flag): 12 ran · 12 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 2 where Syntology's instrument failed) · 5 unverified (1 pointer-only for licence)
Three things everyone should know about Vision Transformers 8 1 18 Mar 2022 community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Bamboo: Building Mega-Scale Vision Dataset Continually with Human-Machine Synergy 2 1 15 Mar 2022 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 2 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Conditional Prompt Learning for Vision-Language Models 12 1 10 Mar 2022 community repositories only · 4 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence)
ML-Decoder: Scalable and Versatile Classification Head 1 1 25 Nov 2021 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Projected GANs Converge Faster 3 1 1 Nov 2021 official (archive's flag): 12 ran · 38 ran (of which 14 constructed an object rather than computing a result; 20 with no instrument failure: 3 honoured, 0 violated, 17 with no contract checked; 18 where Syntology's instrument failed) · 11 unverified (6 pointer-only for licence)
Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification 1 2 19 Aug 2021 official (archive's flag): 8 ran · 8 ran (of which 7 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified
Global Filter Networks for Image Classification 4 1 1 Jul 2021 official (archive's flag): 5 ran · 6 ran (of which 3 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (5 pointer-only for licence)
ResMLP: Feedforward networks for image classification with data-efficient training 19 4 7 May 2021 community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 1 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations 4 1 29 Apr 2021 4 ran (of which 4 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified; every one of the 4 samples that ran constructed an object rather than computing a result
ImageNet-21K Pretraining for the Masses 5 1 22 Apr 2021 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
LeViT: a Vision Transformer in ConvNet's Clothing for Faster Inference 12 5 2 Apr 2021 official (archive's flag): 3 ran · 23 ran (of which 16 constructed an object rather than computing a result; 21 with no instrument failure: 3 honoured, 1 violated, 17 with no contract checked; 2 where Syntology's instrument failed) · 7 unverified
EfficientNetV2: Smaller Models and Faster Training 26 3 1 Apr 2021 official (archive's flag): 1 ran · 55 ran (of which 14 constructed an object rather than computing a result; 46 with no instrument failure: 11 honoured, 0 violated, 35 with no contract checked; 9 where Syntology's instrument failed) · 24 unverified (13 pointer-only for licence)
Going deeper with Image Transformers 21 1 31 Mar 2021 official: no sample here; runs from other or unrecorded repositories · 9 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 2 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
Incorporating Convolution Designs into Visual Transformers 3 4 22 Mar 2021 official (archive's flag): 5 ran · 9 ran (of which 9 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified; every one of the 9 samples that ran constructed an object rather than computing a result
TransFG: A Transformer Architecture for Fine-grained Recognition 2 1 14 Mar 2021 official (archive's flag): 1 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Learning Transferable Visual Models From Natural Language Supervision 82 1 26 Feb 2021 official: no sample here; runs from other or unrecorded repositories · 16 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 14 where Syntology's instrument failed) · 4 unverified (16 pointer-only for licence)
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision 5 1 11 Feb 2021 8 ran (of which 6 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (9 pointer-only for licence)
Training data-efficient image transformers & distillation through attention 40 1 23 Dec 2020 community repositories only · 12 ran (of which 1 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 0 violated, 8 with no contract checked; 3 where Syntology's instrument failed) · 7 unverified (3 pointer-only for licence)
Sharpness-Aware Minimization for Efficiently Improving Generalization 18 1 3 Oct 2020 official (archive's flag): 7 ran · 15 ran (of which 6 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 2 where Syntology's instrument failed) · 5 unverified (6 pointer-only for licence)
Fine-Grained Visual Classification via Progressive Multi-Granularity Training of Jigsaw Patches 5 1 8 Mar 2020 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified
Learning Attentive Pairwise Interaction for Fine-Grained Classification 1 1 24 Feb 2020 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
The Devil is in the Channels: Mutual-Channel Loss for Fine-Grained Image Classification 3 1 11 Feb 2020 official (archive's flag): 2 ran · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network 1 1 17 Jan 2020 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 8 unverified
Compacting, Picking and Growing for Unforgetting Continual Learning 2 1 15 Oct 2019 official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 144 1 28 May 2019 official: no sample here; runs from other or unrecorded repositories · 198 ran (of which 73 constructed an object rather than computing a result; 157 with no instrument failure: 26 honoured, 2 violated, 129 with no contract checked; 41 where Syntology's instrument failed) · 104 unverified (113 pointer-only for licence)
GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism 13 1 16 Nov 2018 20 ran (of which 0 constructed an object rather than computing a result; 19 with no instrument failure: 0 honoured, 0 violated, 19 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (16 pointer-only for licence)
Learning to Navigate for Fine-grained Classification 12 1 2 Sep 2018 official (archive's flag): 6 ran · 9 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
AutoAugment: Learning Augmentation Policies from Data 33 1 24 May 2018 community repositories only · 25 ran (of which 0 constructed an object rather than computing a result; 22 with no instrument failure: 0 honoured, 2 violated, 20 with no contract checked; 3 where Syntology's instrument failed) · 18 unverified (4 pointer-only for licence)
Towards Faster Training of Global Covariance Pooling Networks by Iterative Matrix Square Root Normalization 4 1 4 Dec 2017 official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
PackNet: Adding Multiple Tasks to a Single Network by Iterative Pruning 4 1 15 Nov 2017 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Few-Shot Learning with Graph Neural Networks 6 2 10 Nov 2017 community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Prototypical Networks for Few-shot Learning 43 2 15 Mar 2017 official (archive's flag): 1 ran · 50 ran (of which 14 constructed an object rather than computing a result; 29 with no instrument failure: 5 honoured, 0 violated, 24 with no contract checked; 21 where Syntology's instrument failed) · 14 unverified (19 pointer-only for licence)
Progressive Neural Networks 12 1 15 Jun 2016 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
Matching Networks for One Shot Learning 26 2 13 Jun 2016 11 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 6 where Syntology's instrument failed) · 5 unverified (6 pointer-only for licence)
InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets 38 1 12 Jun 2016 5 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 4 where Syntology's instrument failed) · 1 unverified
Joint Unsupervised Learning of Deep Representations and Image Clusters 3 1 13 Apr 2016 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified