Datasets › FGVC-Aircraft › Papers where code ran, page 1
FGVC-Aircraft
Papers archive 2025-07-28
papers with a benchmark row: 74 · with a code link: 60 · where Syntology ran a sample: 27 (25 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 row only where code ran (27 of 74 with a benchmark row: 25 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 27 of the 27 papers with a benchmark row here where Syntology ran at least one harvested sample (25 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.
A run counts when it is a run with no instrument failure any run, instrument failures included The first hides, in your browser, the papers where every run was a failure of Syntology's instrument; the second shows every paper on this page.
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 520. 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 2026-09-28 , the first build that kept a record date for it; when this build read Syntology's graph is in the build record .
Paper Code Results Date Samples run Syntology
Enhancing Cognition and Explainability of Multimodal Foundation Models with Self-Synthesized Data
1
1
19 Feb 2025
official (archive's flag): 1 ran · 2 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; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence )
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 )
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
2
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 )
Your Diffusion Model is Secretly a Zero-Shot Classifier
4
1
28 Mar 2023
official (archive's flag): 1 ran · 2 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; 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 )
Bayesian Prompt Learning for Image-Language Model Generalization
1
1
5 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 (3 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 )
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 )
Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification
1
4
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
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
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 )
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
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 )
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 )