Datasets › Birdsnap

Birdsnap

Introduced by Thomas Berg et al. in Birdsnap: Large-scale Fine-grained Visual Categorization of Birds1 Jan 2014 archive 2025-07-28

Birdsnap is a large bird dataset consisting of 49,829 images from 500 bird species with 47,386 images used for training and 2,443 images used for testing.

Source: Fine-Grained Classification via Mixture of Deep Convolutional Neural Networks Image Source: http://thomasberg.org/

Benchmarks archive 2025-07-28

All 2 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 Birdsnap EffNet-L2 (SAM) Accuracy 90.07% Sharpness-Aware Minimization for Efficiently Improving... davda54/sam +17 5 Compare
Image Clustering Birdsnap TURTLE (CLIP + DINOv2) Accuracy 68.1 Let Go of Your Labels with Unsupervised Transfer mlbio-epfl/turtle 1 Compare

Papers archive 2025-07-28

6 shown of 6 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 72. 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
Let Go of Your Labels with Unsupervised Transfer 1 1 11 Jun 2024 ran 3 of 4 samples (1 unverified; 4 pointer-only for licence)
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations 4 1 29 Apr 2021 ran 4 of 5 samples (1 unverified)
Sharpness-Aware Minimization for Efficiently Improving Generalization 18 1 3 Oct 2020 ran 8 of 20 samples (12 unverified; 6 pointer-only for licence)
Fixing the train-test resolution discrepancy 3 1 14 Jun 2019 ran 0 of 2 samples (2 unverified; 2 pointer-only for licence)
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 144 1 28 May 2019 ran 171 of 302 samples (131 unverified; 112 pointer-only for licence)
GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism 13 1 16 Nov 2018 ran 1 of 25 samples (24 unverified; 16 pointer-only for licence)

Dataset loaders archive 2025-07-28

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

Tasks archive 2025-07-28

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • Birdsnap

1 variant name, as the archive lists them.

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