基于半监督学习的多场景火灾小规模稀薄烟雾检测

杨凯博,钟铭恩,谭佳威,邓智颖,周梦丽,肖子佶

Small-scale sparse smoke detection in multiple fire scenarios based on semi-supervised learning

Kaibo YANG,Mingen ZHONG,Jiawei TAN,Zhiying DENG,Mengli ZHOU,Ziji XIAO

表 3 使用不同注意力机制的实验结果

Tab.3 Experimental results of using different attention mechanisms

注意力机制类型 Easy Hard_1 Hard_2 MSIFSD FLOPs/109 AP/% R/% AP/% R/% AP/% R/% AP/% R/% 无 95.0 88.2 84.9 79.0 86.2 80.7 90.6 83.7 8.5 CAM 95.5 89.4 85.1 79.5 86.6 81.4 90.9 84.5 9.7 CBAM 96.1 89.5 85.3 79.8 86.8 81.6 91.2 84.7 10.7 GAM 96.2 89.6 85.5 80.1 86.9 81.5 91.3 85.1 10.3 TFM 96.3 89.6 86.4 81.0 87.8 82.3 92.0 85.6 9.3