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Datasets › Stanford Dogs

Stanford Dogs

archive 2025-07-28

The Stanford Dogs dataset contains 20,580 images of 120 classes of dogs from around the world, which are divided into 12,000 images for training and 8,580 images for testing.

Source: Universal-to-Specific Framework for Complex Action Recognition Image Source: https://www.tensorflow.org/datasets/catalog/stanford_dogs

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 6 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Fine-Grained Image Classification Stanford Dogs MP Accuracy 97.3% SR-GNN: Spatial Relation-aware Graph Neural Network for... ardhendubehera/sr-gnn 24 Compare
Few-Shot Image Classification Stanford Dogs 5-way (5-shot) MML(KL) Accuracy 75.59 Multi-level Metric Learning for Few-shot Image Recognition — 6 Compare
Image Clustering Stanford Dogs FineGAN Accuracy 0.079 FineGAN: Unsupervised Hierarchical Disentanglement for... kkanshul/finegan 4 Compare
Image Generation Stanford Dogs Projected GAN FID 11.75 Projected GANs Converge Faster autonomousvision/projected_gan +2 4 Compare
Few-Shot Image Classification Stanford Dogs 5-way (1-shot) MML(KL) Accuracy 59.05 Multi-level Metric Learning for Few-shot Image Recognition — 3 Compare
Fine-Grained Visual Recognition Stanford Dogs Selfsynthx Accuracy (%) 86.91 Enhancing Cognition and Explainability of Multimodal... sycny/selfsynthx 1 Compare

Papers archive 2025-07-28

30 shown of 37 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 57. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Structural feature enhanced transformer for fine-grained image recognition 0 1 14 Jun 2025 not harvested
Enhancing Cognition and Explainability of Multimodal Foundation Models with Self-Synthesized Data 1 1 19 Feb 2025 ran 2 of 2 samples (0 unverified; 1 pointer-only for licence)
An Attention-Locating Algorithm for Eliminating Background Effects in Fine-grained Visual Classification 1 1 28 Jan 2025 not harvested
SIM-OFE: Structure Information Mining and Object-aware Feature Enhancement for Fine-Grained Visual Categorization 0 1 18 Sep 2024 not harvested
Multi-Granularity Part Sampling Attention for Fine-Grained Visual Classification 1 1 16 Aug 2024 not harvested
Delving into Multimodal Prompting for Fine-grained Visual Classification 0 1 16 Sep 2023 not harvested
PCNN: Probable-Class Nearest-Neighbor Explanations Improve Fine-Grained Image Classification Accuracy for AIs and Humans 2 1 25 Aug 2023 not harvested
Understanding Gaussian Attention Bias of Vision Transformers Using Effective Receptive Fields 1 1 8 May 2023 not harvested
Fine-Grained Visual Classification via Internal Ensemble Learning Transformer 1 1 13 Feb 2023 not harvested
A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems 1 1 15 Sep 2022 not harvested
SR-GNN: Spatial Relation-aware Graph Neural Network for Fine-Grained Image Categorization 1 1 5 Sep 2022 not harvested
ViT-NeT: Interpretable Vision Transformers with Neural Tree Decoder 1 1 17 Jul 2022 not harvested
On the Eigenvalues of Global Covariance Pooling for Fine-grained Visual Recognition 1 1 26 May 2022 ran 3 of 17 samples (14 unverified)
Fine-Grained Visual Classification using Self Assessment Classifier 1 1 21 May 2022 not harvested
Projected GANs Converge Faster 3 1 1 Nov 2021 ran 38 of 49 samples (11 unverified; 6 pointer-only for licence)
A free lunch from ViT:Adaptive Attention Multi-scale Fusion Transformer for Fine-grained Visual Recognition 0 1 4 Oct 2021 not harvested
RAMS-Trans: Recurrent Attention Multi-scale Transformer forFine-grained Image Recognition 0 1 17 Jul 2021 not harvested
Transformer with Peak Suppression and Knowledge Guidance for Fine-grained Image Recognition 0 1 14 Jul 2021 not harvested
Feature Fusion Vision Transformer for Fine-Grained Visual Categorization 1 1 6 Jul 2021 not harvested
Multi-level Metric Learning for Few-shot Image Recognition 0 2 21 Mar 2021 not harvested
TransFG: A Transformer Architecture for Fine-grained Recognition 2 1 14 Mar 2021 ran 3 of 3 samples (0 unverified; 2 pointer-only for licence)
Multi-scale Adaptive Task Attention Network for Few-Shot Learning 0 2 30 Nov 2020 not harvested
Domain Adaptive Transfer Learning on Visual Attention Aware Data Augmentation for Fine-grained Visual Categorization 0 1 6 Oct 2020 not harvested
Learning Semantically Enhanced Feature for Fine-Grained Image Classification 2 1 24 Jun 2020 not harvested
Rethinking Depthwise Separable Convolutions: How Intra-Kernel Correlations Lead to Improved MobileNets 1 1 30 Mar 2020 not harvested
Learning Attentive Pairwise Interaction for Fine-Grained Classification 1 1 24 Feb 2020 ran 1 of 2 samples (1 unverified; 2 pointer-only for licence)
Fine-grained Recognition: Accounting for Subtle Differences between Similar Classes 0 1 14 Dec 2019 not harvested
Revisiting Local Descriptor based Image-to-Class Measure for Few-shot Learning 1 2 28 Mar 2019 not harvested
FineGAN: Unsupervised Hierarchical Disentanglement for Fine-Grained Object Generation and Discovery 1 2 27 Nov 2018 not harvested
Few-Shot Learning with Graph Neural Networks 6 1 10 Nov 2017 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)

The full list of 37 is in the JSON twin.

Dataset loaders archive 2025-07-28

www.tensorflow.org/datasets/catalog/stanford_dogstensorflow/datasetstfjax

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Image GenerationFew-Shot Image ClassificationImage ClusteringFine-Grained Image ClassificationFine-Grained Visual Recognition

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • Stanford Dogs
  • Stanford Dogs 5-way (1-shot)
  • Stanford Dogs 5-way (5-shot)

3 variant names, as the archive lists them.

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