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seeds's Introduction

Seeds

OverviewStatisticsExamples

GitHub release (latest SemVer) views downloads

Overview

Demo project with seeds photos for research. Can be used as a playground for:

  • testing different models: detection / segmentation / instance segmentation
  • demo for synthetic data
  • all images have the same resolution: 4032 * 2268 => so it is a good test for sliding window approaches
  • modeling some close tasks from different industries, images may have similar properties in terms of lighting conditions, number of objects and their sizes, camera positions, etc; for example:
    • agriculture (find plants diseases, count items, inspect their properties (e.g. size) and quality)
    • medicine (x-ray)
    • microbiology (microscope images)
    • visual inspection and quality control in production (defects, holes, production lanes)
    • and so on ...

Here are some examples:

Data Statistics

  • All images have the same resolution 4032 x 2268 x 3 (height x width x channels)

  • There are no labeled objects

  • Datasets:

    • 01_background - background images without objects
    • 02_sunflower - sunflower seeds with different density
    • 03_pumpkin_peeled - peeled pumpkin seeds with different density
    • 04_pumpkin_unpeeled - unpeeled pumpkin seeds with different density
    • 05_pumpkin_mx - mix of peeled and unpeeled pumpkin seeds with different density
    • 06_mix - mix of sunflower, peeled and unpeeled pumpkin seeds

  • Classes

seeds's People

Contributors

mkolomeychenko avatar nikolaipetukhov avatar tdionis avatar

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