CivArchive
    ← All articles
    Published January 26, 2026by Felldude

    Automatic Crop YOLO - Millions of Images in Minutes

    320 views13 reactions1 comments on CivitAI1 collected
    data prep

    YOLO Nano

    • Improved Detection using YOLO Trigger

    • Improved Chest/Breast Detection using math

    • Further reduced GPU load using NUMPY

    • Enforced Portrait/Square if Zoom feature not used

    • Zoom will create automatically sized images if selected

    Person Detection can now be replaced with other trigger words like BIRD, which can be seen used in this dataset which only took seconds to segment.


    Necessity Drives innovation:  While most people would be happy processing at one image per second, let's do the math on that:

    1M dataset (Small) @ one image per second - 12 Days

    1B dataset (Average) @ one image per second - 32.87 Years