DF20

Danish Fungi 2020

Dataset Information
Modalities
Images
Introduced
2021
License
GNU GPL
Homepage

Overview

Danish Fungi 2020 (DF20) is a fine-grained dataset and benchmark. The dataset, constructed from observations submitted to the Danish Fungal Atlas, is unique in its taxonomy-accurate class labels, small number of errors, highly unbalanced long-tailed class distribution, rich observation metadata, and well-defined class hierarchy. DF20 has zero overlap with ImageNet, allowing unbiased comparison of models fine-tuned from publicly available ImageNet checkpoints.

The dataset has 1,604 different classes, with 248,466 training images and 27,608 test images.

Image Source: Danish Fungi 2020 - Not Just Another Image Recognition Dataset

Variants: DF20

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Image Classification ViT-Large/16 (384) Danish Fungi 2020 -- Not … 2021-03-18
Image Classification ViT-Base/16 (384) Danish Fungi 2020 -- Not … 2021-03-18
Image Classification SE-ResNeXt-101-32x4d Danish Fungi 2020 -- Not … 2021-03-18
Image Classification EfficientNet-B5 (299) Danish Fungi 2020 -- Not … 2021-03-18
Image Classification EfficientNet-B3 (299) Danish Fungi 2020 -- Not … 2021-03-18
Image Classification ViT-Large/16 (224) Danish Fungi 2020 -- Not … 2021-03-18
Image Classification SE-ResNeXt-101-32x4d (224) Danish Fungi 2020 -- Not … 2021-03-18
Image Classification EfficientNet-B1 (299) Danish Fungi 2020 -- Not … 2021-03-18
Image Classification Inception-ResNet-V2 (299) Danish Fungi 2020 -- Not … 2021-03-18
Image Classification EfficientNet-B0 (299) Danish Fungi 2020 -- Not … 2021-03-18
Image Classification ResNet-50 (299) Danish Fungi 2020 -- Not … 2021-03-18
Image Classification Inception-V4 (299) Danish Fungi 2020 -- Not … 2021-03-18
Image Classification EfficientNet-B3 (224) Danish Fungi 2020 -- Not … 2021-03-18
Image Classification Inception-V3 (299) Danish Fungi 2020 -- Not … 2021-03-18
Image Classification EfficientNet-B0 (224) Danish Fungi 2020 -- Not … 2021-03-18
Image Classification MobileNet-V2 (299) Danish Fungi 2020 -- Not … 2021-03-18
Image Classification ResNet-18 Danish Fungi 2020 -- Not … 2021-03-18
Image Classification SE-ResNeXt-101-32x4d (299) Danish Fungi 2020 -- Not … 2021-03-18
Image Classification ResNet-34 (299) Danish Fungi 2020 -- Not … 2021-03-18

Research Papers

Recent papers with results on this dataset: