Datasets › iNaturalist › Papers where code ran, page 1

iNaturalist

Papers archive 2025-07-28

papers with a benchmark row: 84 · with a code link: 76 · where Syntology ran a sample: 48 (45 with a run with no instrument failure, 3 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (48 of 84 with a benchmark row: 45 with a run with no instrument failure, 3 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 (45 with a run with no instrument failure, 3 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 603. 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
Multimodal Autoregressive Pre-training of Large Vision Encoders 1 5 21 Nov 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: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Harnessing Hierarchical Label Distribution Variations in Test Agnostic Long-tail Recognition 1 1 13 May 2024 official (archive's flag): 1 ran · 1 ran (of which 1 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; the one sample that ran constructed an object rather than computing a result (1 pointer-only for licence)
DenseNets Reloaded: Paradigm Shift Beyond ResNets and ViTs 3 8 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
Probabilistic Contrastive Learning for Long-Tailed Visual Recognition 1 1 11 Mar 2024 official (archive's flag): 6 ran · 6 ran (of which 0 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) · 3 unverified (8 pointer-only for licence)
Learning Semantic Proxies from Visual Prompts for Parameter-Efficient Fine-Tuning in Deep Metric Learning 1 1 4 Feb 2024 official (archive's flag): 3 ran · 3 ran (of which 3 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified; every one of the 3 samples that ran constructed an object rather than computing a result
Long-Tail Learning with Foundation Model: Heavy Fine-Tuning Hurts 1 3 18 Sep 2023 official (archive's flag): 5 ran · 5 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; 4 where Syntology's instrument failed) · 3 unverified (8 pointer-only for licence)
MDCS: More Diverse Experts with Consistency Self-distillation for Long-tailed Recognition 1 1 19 Aug 2023 official (archive's flag): 7 ran · 7 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; 1 where Syntology's instrument failed) · 1 unverified (8 pointer-only for licence)
Hiera: A Hierarchical Vision Transformer without the Bells-and-Whistles 4 3 1 Jun 2023 official (archive's flag): 5 ran · 5 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; 0 where Syntology's instrument failed) · 1 unverified
Long-Tailed Recognition by Mutual Information Maximization between Latent Features and Ground-Truth Labels 1 2 2 May 2023 official (archive's flag): 1 ran · 1 ran (of which 1 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; the one sample that ran constructed an object rather than computing a result
Unicom: Universal and Compact Representation Learning for Image Retrieval 3 1 12 Apr 2023 official: no sample here; runs from other or unrecorded repositories · 3 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; 2 where Syntology's instrument failed) · 3 unverified (6 pointer-only for licence)
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions 3 1 10 Nov 2022 official: harvested, nothing ran · 2 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; 2 where Syntology's instrument failed) · 2 unverified
Balanced Contrastive Learning for Long-Tailed Visual Recognition 1 1 19 Jul 2022 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
Hierarchical Average Precision Training for Pertinent Image Retrieval 2 2 5 Jul 2022 official (archive's flag): 6 ran · 6 ran (of which 1 constructed an object rather than computing a result; 5 with no instrument failure: 4 honoured, 0 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified
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)
Nested Collaborative Learning for Long-Tailed Visual Recognition 1 1 29 Mar 2022 official (archive's flag): 2 ran · 2 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified
Long-Tailed Recognition via Weight Balancing 2 1 27 Mar 2022 official (archive's flag): 1 ran · 5 ran (of which 2 constructed an object rather than computing a result; 5 with no instrument failure: 2 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 9 unverified (13 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
MetaFormer: A Unified Meta Framework for Fine-Grained Recognition 2 4 5 Mar 2022 official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (3 pointer-only for licence)
BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning 1 1 3 Mar 2022 official (archive's flag): 2 ran · 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) · 0 unverified (2 pointer-only for licence)
Omnivore: A Single Model for Many Visual Modalities 2 1 20 Jan 2022 official (archive's flag): 1 ran · 2 ran (of which 2 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) · 0 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (1 pointer-only for licence)
The Majority Can Help The Minority: Context-rich Minority Oversampling for Long-tailed Classification 1 1 1 Dec 2021 official (archive's flag): 1 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) · 2 unverified (2 pointer-only for licence)
Targeted Supervised Contrastive Learning for Long-Tailed Recognition 1 1 27 Nov 2021 official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified
Masked Autoencoders Are Scalable Vision Learners 58 3 11 Nov 2021 official: no sample here; runs from other or unrecorded repositories · 86 ran (of which 40 constructed an object rather than computing a result; 69 with no instrument failure: 7 honoured, 0 violated, 62 with no contract checked; 17 where Syntology's instrument failed) · 51 unverified (78 pointer-only for licence)
Robust and Decomposable Average Precision for Image Retrieval 1 2 1 Oct 2021 official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Recall@k Surrogate Loss with Large Batches and Similarity Mixup 2 2 25 Aug 2021 official (archive's flag): 8 ran · 8 ran (of which 0 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
Parametric Contrastive Learning 5 2 26 Jul 2021 official (archive's flag): 1 ran · 1 ran (of which 1 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) · 2 unverified; the one sample that ran constructed an object rather than computing a result (1 pointer-only for licence)
Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed Recognition 2 3 20 Jul 2021 official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (5 pointer-only for licence)
RSG: A Simple but Effective Module for Learning Imbalanced Datasets 1 1 18 Jun 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) · 0 unverified
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
LeViT: a Vision Transformer in ConvNet's Clothing for Faster Inference 12 10 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
Improving Calibration for Long-Tailed Recognition 5 1 1 Apr 2021 official (archive's flag): 5 ran · 5 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; 4 where Syntology's instrument failed) · 4 unverified (1 pointer-only for licence)
Going deeper with Image Transformers 21 2 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)
Distribution Alignment: A Unified Framework for Long-tail Visual Recognition 1 1 30 Mar 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) · 2 unverified (3 pointer-only for licence)
AutoMix: Unveiling the Power of Mixup for Stronger Classifiers 3 2 24 Mar 2021 community repositories only · 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) · 2 unverified (3 pointer-only for licence)
MetaSAug: Meta Semantic Augmentation for Long-Tailed Visual Recognition 1 3 23 Mar 2021 official (archive's flag): 2 ran · 2 ran (of which 1 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
Incorporating Convolution Designs into Visual Transformers 3 8 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)
Barlow Twins: Self-Supervised Learning via Redundancy Reduction 24 1 4 Mar 2021 official (archive's flag): 1 ran · 21 ran (of which 6 constructed an object rather than computing a result; 15 with no instrument failure: 2 honoured, 1 violated, 12 with no contract checked; 6 where Syntology's instrument failed) · 5 unverified (10 pointer-only for licence)
ResLT: Residual Learning for Long-tailed Recognition 5 1 26 Jan 2021 official (archive's flag): 4 ran · 5 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; 4 where Syntology's instrument failed) · 4 unverified (1 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)
Posterior Re-calibration for Imbalanced Datasets 0 1 22 Oct 2020 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
Long-tailed Recognition by Routing Diverse Distribution-Aware Experts 2 2 5 Oct 2020 official (archive's flag): 1 ran · 1 ran (of which 1 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; the one sample that ran constructed an object rather than computing a result
Smooth-AP: Smoothing the Path Towards Large-Scale Image Retrieval 2 1 23 Jul 2020 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments 18 1 17 Jun 2020 community repositories only · 13 ran (of which 4 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 1 violated, 4 with no contract checked; 7 where Syntology's instrument failed) · 4 unverified (6 pointer-only for licence)
Rethinking Class-Balanced Methods for Long-Tailed Visual Recognition from a Domain Adaptation Perspective 1 1 24 Mar 2020 official (archive's flag): 2 ran · 2 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; 1 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Decoupling Representation and Classifier for Long-Tailed Recognition 4 1 21 Oct 2019 official (archive's flag): 2 ran · 2 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; 0 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Deep CNNs Meet Global Covariance Pooling: Better Representation and Generalization 3 1 15 Apr 2019 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) · 2 unverified (3 pointer-only for licence)
Class-Balanced Loss Based on Effective Number of Samples 11 3 16 Jan 2019 official (archive's flag): 8 ran · 15 ran (of which 2 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) · 12 unverified