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Python / PyTorch / Ultralytics YOLOv11

KindReach · Feb — Jun 2025Vision

Specific vehicle recognition

Five hundred images hand-labelled, then a YOLOv11s fine-tuned by transfer learning until the numbers held at every resolution.

Precision at 763 / 986 / 1024px
>90%
Images hand-labelled
500
What it took
  1. Built the dataset myself: collection, annotation, augmentation.
  2. Fine-tuned YOLOv11s via transfer learning and validated across input resolutions.
04Contact
Where
New Taipei, Taiwan · UTC+8
Status
Graduating June 2026 · open to software engineering roles

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Gray Tsao© 2026 · Last updated October 2026