GreenMap/yolo11x-blueprint-layout-detector

15

Overview

YOLO11x model trained to detect the main layout elements on architectural and construction blueprints.

  • Detects the main drawing area.
  • Detects legend blocks.
  • Detects title blocks.
  • Trained on architectural floor plans and construction drawings.

Classes

ID Class Purpose
0 drawing_area Main drawing area.
1 legend_block Legend with symbols and hatch patterns.
2 title_block Drawing title block and metadata.

Training Metrics

results

Validation Metrics

Class Images Instances Precision Recall mAP50 mAP50-95
all 60 313 0.927 0.932 0.955 0.874
drawing_area 59 218 0.927 0.936 0.976 0.813
legend_block 34 36 0.859 0.861 0.893 0.837
title_block 59 59 0.995 1.000 0.995 0.972

Training

  • Base model: YOLO11x
  • Task: Object Detection
  • Classes: drawing_area, legend_block, title_block
  • Input size: 1472 × 1472
  • Framework: Ultralytics YOLO
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