基于改进SegFormer的太阳能电池缺陷分割模型

罗伟,颜作涛,关佳浩,韩建

Solar cell defect segmentation model based on improved SegFormer

Wei LUO,Zuotao YAN,Jiahao GUAN,Jian HAN

表 5 不同模型和缺陷下的分割MIoU对比

Tab.5 Comparison of segmentation MIoU under different models and defects

模型 MIoU/% Fragment Crack Corner Finger FCN[28] 53.10 51.30 49.50 12.30 U-Net[29] 60.20 55.30 33.06 46.10 DeepLabv3[30] 62.10 62.00 42.34 52.17 PSPNet[31] 61.40 49.13 62.00 39.00 Convnext 63.75 62.31 50.40 55.26 Mask2former 62.33 62.97 31.90 54.08 Swin 61.13 62.66 43.03 54.32 Twins 59.30 61.02 44.27 51.79 Segmenter 69.16 56.25 44.64 37.58 SegFormer 68.42 58.27 45.06 51.00 EL-SegFormer（本研究） 69.00 61.26 56.19 54.38