基于改进SegFormer的太阳能电池缺陷分割模型
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罗伟,颜作涛,关佳浩,韩建
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Solar cell defect segmentation model based on improved SegFormer
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Wei LUO,Zuotao YAN,Jiahao GUAN,Jian HAN
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| 表 6 各模型指标对比 |
| Tab.6 Comparison of indexes of each model |
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| 大小类别 | 模型 | 尺寸 | FLOPs/G | Params/M | MIoU/% | mPA/% | | 小 | Segmenter-T | 512×512 | 12.3 | 6.7 | 49.00 | 55.87 | | Swin-T | 512×512 | 242.7 | 59.0 | 53.20 | 65.59 | | Convnext-T | 512×512 | 204.6 | 59.3 | 54.30 | 69.28 | | SegFormer-b1 | 512×512 | 16.0 | 13.7 | 57.00 | 66.46 | | Twins-S | 512×512 | 232.4 | 53.1 | 58.60 | 66.26 | | Mask2former-S | 512×512 | 246.0 | 44.0 | 59.40 | 69.37 | | EL-SegFormer-S(本研究) | 512×512 | 14.0 | 12.0 | 60.49 | 70.45 | | 基本 | Segmenter-S | 512×512 | 38.5 | 26.0 | 56.00 | 68.63 | | Swin-B | 512×512 | 305.0 | 122.9 | 60.40 | 75.16 | | SegFormer-b3 | 512×512 | 77.5 | 47.2 | 61.00 | 71.54 | | Twins-B | 512×512 | 256.2 | 86.7 | 61.40 | 72.27 | | Mask2former-B | 512×512 | 293.0 | 63.0 | 61.60 | 74.03 | | Convnext-S | 512×512 | 262.1 | 80.9 | 63.70 | 74.35 | | EL-SegFormer-B(本研究) | 512×512 | 75.6 | 39.2 | 64.30 | 75.36 | | 大 | Segmenter-B | 512×512 | 129.0 | 104.4 | 61.00 | 68.68 | | Twins-L | 512×512 | 303.0 | 134.0 | 63.00 | 75.91 | | SegFormer-b5 | 512×512 | 111.5 | 85.0 | 63.40 | 78.43 | | Swin-L | 512×512 | 416.8 | 237.6 | 63.90 | 66.43 | | Mask2former-L | 512×512 | 542.0 | 153.0 | 64.00 | 74.29 | | Convnext-B | 512×512 | 299.0 | 123.9 | 66.00 | 76.38 | | EL-SegFormer-L(本研究) | 512×512 | 102.6 | 68.2 | 67.60 | 79.85 |
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