Image-based crowd counting has extremely important applications in public safety issues. Most of the previous studies focused on extremely dense crowds. However, as the number of webcams increases, a crowd with extremely high density can obtain less error by summing the images of multiple close-range webcams, but there are still some problems such as heavy occlusions and large-scale variation. To solve the above problems, this paper proposes a new type of multibranch neural network with a compensator, in which features are (...) extracted through multibranch subnetworks of different scales. The weights between the branches are adjusted by the compensator, and the captured features are distinguished among different branches. To avoid learning nearly the same features in each branch and reducing the training deviation, the dataset is labeled with head scale, and the adaptive grading loss function is used to calculate the estimated loss of the subregions. The experimental results show that the accuracy of the network proposed in this paper is about 10% higher than that of the comparison network. (shrink)

黃宗羲（1610～1695），字太沖，號梨洲，是明末清初著名的思想家，與顧炎武、王夫之同稱清初三大儒，有「中國思想啟蒙之父」盛譽。 本書以黃宗羲的儒學思想作為研究主軸，界定黃宗羲的思想為內在超越的元氣一本論，並考察了黃宗羲與其師劉宗周的思想關聯，梳理了黃宗羲品評宋明儒學的義理綱維，審定了黃宗羲與呂留良、潘平格、陳乾初的學術爭論，辨 析了黃宗羲針對佛老與天主教的學理批判，闡釋了黃宗羲《明夷待訪錄》的天下情懷。.