GreenMap/yolo11x-blueprint-wall-detector

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Overview

YOLO11x model trained to detect wall segments on architectural and construction blueprints.

  • Detects wall segments on blueprint images.
  • Trained on architectural floor plans and construction drawings.

Classes

  • ID: 0.
  • Class: wall.
  • Description: A wall segment represented as an individual construction element on an architectural blueprint. The class includes structural walls, partitions, and wall layers that are measured independently for quantity takeoff.

Training Metrics

results

Validation Metrics

Class Images Instances Precision Recall mAP50 mAP50-95
all 36 445 0.902 0.928 0.942 0.755

Training

  • Base model: YOLO11x
  • Task: Object Detection
  • Classes: wall
  • Input size: 736 × 736
  • Framework: Ultralytics YOLO
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