Table 4.
Real time CMS, year wise development.
| Year | Reported Paper | Apporach Used | Task Performed |
|---|---|---|---|
| Fiaschi et al. [15] | Regression | Density estimation | |
| Pandey et al. [46] | deep learning | counting | |
| 2020 | Zhu et al. [41] | deep learning | counting |
| Ding et al. [128] | deep learning | density estimation | |
| Wang et al. [47] | deep learning | counting | |
| Li et al. [45] | deep learning | counting | |
| Alotibi et al. [13] | Deep learning | counting | |
| Alabdulkarim et al. [3] | Deep learning | ||
| Bharti et al. [19] | Deep learning | counting | |
| 2019 | Mohamed et al. [4] | deep learning | counting |
| Tripathi et al. [61] | deep learning | counting and localization | |
| Liu et al. [116] | deep learning | density estimation | |
| Liu et al. [129] | deep learning | density estimation | |
| Gao et al. [115] | regression | counting | |
| Miao et al. [97] | deep learning | counting | |
| Al-Ahmadi et al. [25] | detection | counting | |
| Majid et al. [8] | deep learning | counting and density estimation | |
| Idrees et al. [49] | deep learning | density estimation | |
| Li et al. [96] | deep learning | density estimation | |
| 2018 | Motlagh et al. [11] | regression | density estimation |
| Al-Sheary et al. [12] | detection | counting | |
| Chackravarthy et al. [35] | deep learning and detection | counting, localization | |
| Sheng et al. [130] | deep learning | density estimation and counting | |
| Ding et al. [48] | deep learning | counting | |
| Lahiri et al. [62] | detection | behavier analysis | |
| Sam et al. [124] | deep learning | counting | |
| Li et al. [96] | deep learning | density estimation | |
| 2017 | Martani et al. [29] | detection | localization |
| Kumagai et al. [122] | deep learning | counting | |
| Rohit et al. [10] | detection | behavier analysis | |
| Fradi et al. [65] | deep learning | counting | |
| Rao et al. [66] | detection | counting | |
| Zhang et al. [50] | deep learning | counting | |
| Jackson et al. | Deep learning | counting | |
| Li et al. [26] | deep learning | counting and density estimation | |
| Perez et al. [29] | detection | density estimation | |
| 2016 | Onoro et al. [127] | deep learning | counting |
| Hu et al. [114] | deep learning | counting | |
| Xu et al. [81] | detection | density estimation | |
| Marsden et al. [126] | deep learning | density estimation | |
| Walach et al. [95] | deep learning | counting | |
| Shang et al. [98] | detection | counting and density estimation | |
| Zhang et al. [44] | deep learning | counting | |
| Giuffrida et al. [16] | deep learning | counting | |
| Shao et al. [51] | deep learning | density estimation | |
| Giuffrida et al. [16] | deep learning | counting | |
| 2015 | Zhou et al. [36] | deep learning | counting and density estimation |
| Danilkina et al. [37] | detection | counting | |
| Pham et al. [40] | deep learning | counting and density estimation | |
| Fu et al. [94] | deep learning | density estimation | |
| Ma et al. [57] | deep learning | density estimation | |
| Al-Salhie et al. [2] | detection | density estimation | |
| Jackson et al. | Deep learning | density estimation | |
| 2014 | Barr et al. [32] | detection | counting |
| Shao et al. [42] | detection | counting | |
| Idrees et al. [43] | detection | counting | |
| 2013 | Chen et al. [52] | regression | density estimation |
| Chen et al. [86] | detection and regression | behaviour analysis | |
| Jackson et al. | regression | counting | |
| Fiaschi et al. [15] | Regression | counting | |
| 2012 | Chen et al. [39] | detection | counting and density estimation |
| Song et al. [131] | regression | counting | |
| Garcia et al. [87] | regression | behavier analysis and density estimation | |
| Khouj et al. [31] | detection | counting | |
| Rahim et al. [5] | detection | counting and density estimation | |
| 2011 | Othman et al. [6] | regression | density estimation |
| Rodriguez et al. [132] | detection | counting | |
| Lempitsky et al. [56] | detection | counting | |
| 2010 | Zainuddin et al. [23] | regression | density estimation and counting |