Representation of previously published classification models tested on the data from Jhuang et al. (2010) alongside results obtained with DeepEthoProfile
| Method | Frame Acc (%) | Macro Acc (%) | Accuracy for each behavior (%) | |||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Drink | Eat | Groom | Hang | Mm | Rear | Rest | Walk | |||
| Full database | ||||||||||
| DeepEthoProfile | 74.2 | 78.7 | 91 | 90 | 70 | 97 | 66 | 80 | 91 | 77 |
| Jhuang et al. (2010) | 78.3 | 76.4 | 72 | 75 | 70 | 92 | 83 | 70 | 94 | 55 |
| Human (3) | 71.6 | 75.8 | 78 | 87 | 57 | 91 | 64 | 66 | 95 | 68 |
| Jiang et al. (2017) | 72.9 | |||||||||
| Jiang et al. (2019) | 81.5 | 79.2 | 60.3 | 81.1 | 82.2 | 95.8 | 74.6 | 74.9 | 97.1 | 67.7 |
| CleverSys (3) | 60.9 | 64.0 | 63 | 73 | 30 | 82 | 64 | 35 | 96 | 69 |
| Le and Murari (2019) | 73.5 | 76.5 | ||||||||
| Clipped database | ||||||||||
| DeepEthoProfile | 97.6 | 96.8 | 98 | 99 | 96 | 100 | 90 | 95 | 100 | 97 |
| Jhuang et al. (2010) | 93 | |||||||||
| Jiang et al. (2017) | 95.9 | 90.7 | 72.4 | 95.7 | 97.4 | 97.6 | 69.8 | 94.9 | 99.5 | 98.3 |
| Dollar (2) | 82.2 | 70.5 | 41 | 69 | 88.4 | 80.8 | 32.2 | 57.9 | 98.8 | 96.1 |
| Wang et al. (2015) (1) | 96.1 | 88.5 | 45.9 | 92 | 98.3 | 98.8 | 80.6 | 95.2 | 99 | 97.9 |
| Wang et al. (2017) (1) | 94.5 | 87.6 | 50.8 | 90.1 | 97 | 96 | 77.8 | 93.2 | 97.1 | 99.1 |
| Jiang et al. (2019) | 97.9 | 94.3 | 77 | 97.3 | 99.1 | 99.2 | 86.1 | 96.7 | 99.1 | 99.6 |
| I3D (4) | 96.9 | |||||||||
| R(2 + 1)D (4) | 96.3 | |||||||||
| Nwokedi et al. (2023) (5) | 82 | |||||||||
Results marked with (1) were published in Jiang et al. (2019), those with (2) were published in Jiang et al. (2017), and those with (3) appeared in Jhuang et al. (2010). The methods marked with (4) were tested in Nguyen et al. (2019). The results from (5) were trained on the “full database” and tested on the “clipped database”.