iNaturalist

Dataset Information
Modalities
Images
Introduced
2018
License
Custom (non-commercial)
Homepage
Official Website
Contents

Overview

The iNaturalist 2017 dataset (iNat) contains 675,170 training and validation images from 5,089 natural fine-grained categories. Those categories belong to 13 super-categories including Plantae (Plant), Insecta (Insect), Aves (Bird), Mammalia (Mammal), and so on. The iNat dataset is highly imbalanced with dramatically different number of images per category. For example, the largest super-category “Plantae (Plant)” has 196,613 images from 2,101 categories; whereas the smallest super-category “Protozoa” only has 381 images from 4 categories.

Source: Large Scale Fine-Grained Categorization and Domain-Specific Transfer Learning
Image Source: https://github.com/visipedia/inat_comp/tree/master/2017

Variants: iNat2021-mini, iNat2021, iNaturalist Fine-Grained Geolocation, iNaturalist 2018 - 5-shot, iNaturalist 2018 - 1-shot, iNaturalist 2018 - 10-shot, iNaturalist 2019, iNaturalist 2018, iNaturalist (227-way multi-shot), iNaturalist

Associated Benchmarks

This dataset is used in 3 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Image Classification AIMv2-3B (448 res) Multimodal Autoregressive Pre-training of Large … 2024-11-21
Image Classification AIMv2-3B Multimodal Autoregressive Pre-training of Large … 2024-11-21
Image Classification AIMv2-1B Multimodal Autoregressive Pre-training of Large … 2024-11-21
Image Classification AIMv2-H Multimodal Autoregressive Pre-training of Large … 2024-11-21
Image Classification AIMv2-L Multimodal Autoregressive Pre-training of Large … 2024-11-21
Image Classification b_22DeiT-LT(ours) DeiT-LT Distillation Strikes Back for … 2024-04-03
Image Retrieval EfficientDML-VPTSP-G/512 Learning Semantic Proxies from Visual … 2024-02-04
Image Classification Hiera-H (448px) Hiera: A Hierarchical Vision Transformer … 2023-06-01
Image Retrieval Unicom+ViT-L@336px Unicom: Universal and Compact Representation … 2023-04-12
Image Retrieval HAPPIER (ResNet-50) Hierarchical Average Precision Training for … 2022-07-05
Image Retrieval HAPPIER_F (ResNet-50) Hierarchical Average Precision Training for … 2022-07-05
Image Classification SEB+EfficientNet-B5 On the Eigenvalues of Global … 2022-05-26
Image Classification MetaFormer (MetaFormer-2,384) MetaFormer: A Unified Meta Framework … 2022-03-05
Image Classification MetaFormer (MetaFormer-2,384,extra_info) MetaFormer: A Unified Meta Framework … 2022-03-05
Image Classification MAE (ViT-H, 448) Masked Autoencoders Are Scalable Vision … 2021-11-11
Image Retrieval ROADMAP (ResNet-50) Robust and Decomposable Average Precision … 2021-10-01
Image Retrieval ROADMAP (DeiT-S) Robust and Decomposable Average Precision … 2021-10-01
Image Retrieval Recall@k Surrogate loss (ViT-B/16) Recall@k Surrogate Loss with Large … 2021-08-25
Image Retrieval Recall@k Surrogate loss (ResNet-50) Recall@k Surrogate Loss with Large … 2021-08-25
Image Classification MetaSAug MetaSAug: Meta Semantic Augmentation for … 2021-03-23

Research Papers

Recent papers with results on this dataset:

External Links: