NABirds

North America Birds

Dataset Information
Modalities
Images
Introduced
2015
License
Homepage

Overview

NABirds V1 is a collection of 48,000 annotated photographs of the 400 species of birds that are commonly observed in North America. More than 100 photographs are available for each species, including separate annotations for males, females and juveniles that comprise 700 visual categories. This dataset is to be used for fine-grained visual categorization experiments.

Source: https://dl.allaboutbirds.org/nabirds
Image Source: https://openaccess.thecvf.com/content_cvpr_2015/papers/Horn_Building_a_Bird_2015_CVPR_paper.pdf

Variants: NABirds

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Fine-Grained Image Classification MDCM Multi-scale Activation, Refinement, and Aggregation: … 2025-04-12
Fine-Grained Image Classification CSQA-Net Context-Semantic Quality Awareness Network for … 2024-03-15
Fine-Grained Image Classification MP-FGVC Delving into Multimodal Prompting for … 2023-09-16
Fine-Grained Image Classification HERBS Fine-grained Visual Classification with High-temperature … 2023-03-11
Fine-Grained Image Classification SR-GNN SR-GNN: Spatial Relation-aware Graph Neural … 2022-09-05
Fine-Grained Image Classification MetaFormer (MetaFormer-2,384) MetaFormer: A Unified Meta Framework … 2022-03-05
Fine-Grained Image Classification PIM A Novel Plug-in Module for … 2022-02-08
Fine-Grained Image Classification TPSKG Transformer with Peak Suppression and … 2021-07-14
Fine-Grained Image Classification BYOL+CVSA (ResNet-50) Exploring Localization for Self-supervised Fine-grained … 2021-06-30
Fine-Grained Image Classification TransFG TransFG: A Transformer Architecture for … 2021-03-14
Fine-Grained Image Classification CAP Context-aware Attentional Pooling (CAP) for … 2021-01-17
Fine-Grained Image Classification FVE End-to-end Learning of a Fisher … 2020-07-04
Fine-Grained Image Classification API-Net Learning Attentive Pairwise Interaction for … 2020-02-24
Fine-Grained Image Classification CS-Parts Classification-Specific Parts for Improving Fine-Grained … 2019-09-16
Fine-Grained Image Classification CS-Part Classification-Specific Parts for Improving Fine-Grained … 2019-09-16
Fine-Grained Image Classification Cross-X Cross-X Learning for Fine-Grained Visual … 2019-09-10
Fine-Grained Image Classification FixSENet-154 Fixing the train-test resolution discrepancy 2019-06-14
Fine-Grained Image Classification PAIRS Aligned to the Object, not … 2018-01-27
Fine-Grained Image Classification PC-DenseNet-161 Pairwise Confusion for Fine-Grained Visual … 2017-05-22
Fine-Grained Image Classification Bilinear-CNN Bilinear CNNs for Fine-grained Visual … 2015-04-29

Research Papers

Recent papers with results on this dataset: