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Gray Tsao
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.

>90%
Precision at 763 / 986 / 1024px
500
Images hand-labelled
What it took
  • Built the dataset myself: collection, annotation, augmentation.
  • Fine-tuned YOLOv11s via transfer learning and validated across input resolutions.
PythonPyTorchUltralytics YOLOv11
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Where
New Taipei, Taiwan · UTC+8
Status
Graduating June 2026 · open to software engineering roles
Gray Tsao© 2026 · Last updated August 2026