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Published January 26, 2026by Felldude
Automatic Crop YOLO - Millions of Images in Minutes
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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