GreenMap/yolo11x-blueprint-legend-detector

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Overview

YOLO11x model trained to detect structural elements inside blueprint legends on architectural and construction drawings.

  • Detects legend symbols (hatch patterns and graphical symbols).
  • Detects legend descriptions.
  • Detects complete legend rows.
  • Detects legend continuation blocks.
  • Trained on architectural floor plans and construction drawings.

Classes

ID Class Purpose
0 legend_symbol Graphical symbol or hatch pattern representing a construction element or material.
1 legend_description Text description corresponding to a legend symbol.
2 legend_row Complete legend entry containing a symbol and its associated description.
3 legend_continuation_block A block containing the continuous legend elements.

Training Metrics

results

Validation Metrics

Class Images Instances Precision Recall mAP50 mAP50-95
all 30 839 0.748 0.850 0.817 0.588
legend_symbol 30 263 0.919 0.947 0.964 0.834
legend_description 30 280 0.847 0.939 0.911 0.670
legend_row 30 254 0.886 0.965 0.972 0.686
continuous_elements_block 30 42 0.338 0.548 0.423 0.162

Training

  • Base model: YOLO11x
  • Task: Object Detection
  • Input size: 1472 ร— 1472
  • Framework: Ultralytics YOLO
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