The iNaturalist Species Classification and Detection Dataset

CVPR 2018 Grant Van HornOisin Mac AodhaYang SongYin CuiChen SunAlex ShepardHartwig AdamPietro PeronaSerge Belongie

Existing image classification datasets used in computer vision tend to have a uniform distribution of images across object categories. In contrast, the natural world is heavily imbalanced, as some species are more abundant and easier to photograph than others... (read more)

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Evaluation results from the paper


Task Dataset Model Metric name Metric value Global rank Compare
Image Classification iNaturalist IncResNetV2 SE Top 1 Accuracy 67.3% # 2
Image Classification iNaturalist IncResNetV2 SE Top 5 Accuracy 87.5% # 1