GreenMap/yolo11x-blueprint-wall-detector

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

yolo_walls_obb

Validation Metrics

yolo_walls_obb

Class	Images	Instances	Precision	Recall	mAP50	mAP50-95
all	109	1716	0.953	0.949	0.962	0.848

Training

• Base model: YOLO11x-OBB
• Task: Oriented Object Detection (OBB)
• Classes: wall
• Input size: 896 x 896
• Parameters: 58,736,758
• Compute: 202.7 GFLOPs
• Framework: Ultralytics YOLO