/VariousDataset

Various Dataset for Computer Vision

検証用の様々なデータセットとdataloaderを共有します。DatasetはSSDから落としてください。このGithubにはdataloader含むサンプルコードを上げます(随時更新)。

Image Classification

  • ImageNet (1,000)
  • ImageNet-1k (1,000)
  • Tiny ImageNet (1,000)
  • Food101 (101)

Long-tailed Image Classification

  • iNaturalist2017 (579,184)
  • iNaturalist2018 (437,512)
  • ImageNet-LT (1,000)

Semantic Segmentation

  • CityScapes (1,000)
  • CamVid (1,000)
  • PascalVOC2012 (1,000)
  • Massachusetts Roads Dataset (Binary)
  • Massachusetts Buildings Dataset (Binary)
  • Medical image
    • CVC-ClinicDB (Binary)
    • Kvasir-SEG (Binary)
    • DRIVE (Binary)
    • ACDC dataset (4)
    • Multi-organ dataset (9)
    • COVID-19 (4)
  • Biological image
    • ISBI2012 (Binary)
    • RPE cell image (Binary)
    • 2018 Data Science Bowl in Kaggle (Binary)
    • WBC Image Dataset (3)
    • Drosophila dataset (5)
  • Plant image
    • PRMI (Binary)

Metric Learning

  • CARS196 (196)
  • CUB_200_2011 (200)

Anomaly Detection

  • MVTec_AD (Binary)

Image Translation

  • Ghibri