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2025-11-17 00:05:40 +08:00
parent f860c5a216
commit e3ecd0550f
55 changed files with 3204 additions and 528 deletions

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# vision/alignment_detector.py
def detect_vehicle_alignment(image_array, alignment_model):
from vision.align_model.yolo11_main import run_yolo_classification
def detect_vehicle_alignment(image_array):
"""
通过图像检测模具车是否对齐
"""
try:
# 检查模型是否已加载
if alignment_model is None:
print("对齐检测模型未加载")
return False
if image_array is None:
print("输入图像为空")
return False
# 直接使用模型进行推理
results = alignment_model(image_array)
pared_probs = results[0].probs.data.cpu().numpy().flatten()
# results = alignment_model(image_array)
# pared_probs = results[0].probs.data.cpu().numpy().flatten()
# 类别0: 未对齐, 类别1: 对齐
class_id = int(pared_probs.argmax())
confidence = float(pared_probs[class_id])
# # 类别0: 未对齐, 类别1: 对齐
# class_id = int(pared_probs.argmax())
# confidence = float(pared_probs[class_id])
# # 只有当对齐且置信度>95%时才认为对齐
# if class_id == 1 and confidence > 0.95:
# return True
# return False
# 使用yolov11_cls_inference函数进行推理
results = run_yolo_classification(image_array)
if results=="盖板对齐":
return True
else:
return False
# 只有当对齐且置信度>95%时才认为对齐
if class_id == 1 and confidence > 0.95:
return True
return False
except Exception as e:
print(f"对齐检测失败: {e}")
return False