基于改进Mask Scoring R-CNN的铲齿磨损检测研究

卢进南,刘扬,王连捷,杨润坤,丁振志

Research on shovel tooth wear detection based on improved Mask Scoring R-CNN

Jin-nan LU,Yang LIU,Lian-jie WANG,Run-kun YANG,Zhen-zhi DING

表1 基于不同主干网络的铲齿实例分割模型的性能对比

Table1 Performance comparison of shovel tooth instance segmentation models based on different backbone networks

主干网络 Am/% Im/% t/s Garb Cut算法 89.78 82.44 0.765 ResNet-50+FPN 88.04 80.37 0.282 ResNet-101+ FPN 89.58 82.41 0.347 ResNet-10+改进FPN 90.76 83.62 0.376