Title: GrainSpaceM

Potential Application: Fine-grained recognition, domain adaptation, out-of-distribution recognition
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Main Information
Description

The dataset acquisition equipment includes three prototypes: P600, G600, and M600. P600 and G600 consist of industrial cameras, grain holding platforms, and lighting sources for illumination. The M600 is a smartphone camera. The maize grains images include NORMAL (NOR) and six Damaged and Unsound (DU)-grain types: FUSARIUM (FM) grain, SPROUTED (SD) grain, MOULDY (MY) grain, BROKEN (BN) grain, ATTACKED by PESTS (AP) and HEATED (HD) grain.

Biological Information
  • Species: Maize
  • Latin name: Zea mays
  • Imaging tissue: Grain
  • Function Information
  • Computer vision tasks: Image classification
  • Potential application: Fine-grained recognition, domain adaptation, out-of-distribution recognition
  • Labeled instances: 16000
  • Label type: Image-level annotations
  • Related traits: -
  • Imaging
  • Total number of images: 16000
  • Image format: PNG
  • Average resolution: 407×382
  • Dataset size: 3.2G
  • Sampling geographic location: United States; China
  • Acquisition equipment: Professional-600 (P600), General-600 (G600) , Mobile-600 (M600)
  • Sampling platform: Controlled environment stationary platform
  • Sensors: RGB (visible light imaging)
  • Current Slide (image properties)