Research Article
Personalized Recommendation Algorithm for Interactive Medical Image Using Deep Learning
Table 1
Comparison of five algorithms.
| Number of images | IPRA | Zhou W et al. [5] | Yin P et al. [6] | ARI | F1 | Average time (s) | Ari | F1 | Average time (s) | ARI | F1 | Average time (s) |
| 25 | 0.58 | 0.92 | 12 | 0.13 | 0.54 | 34 | 0.18 | 0.59 | 29 | 50 | 0.61 | 0.88 | 14 | 0.14 | 0.58 | 31 | 0.17 | 0.58 | 32 | 75 | 0.59 | 0.91 | Mean | 0.12 | 0.56 | 30 | 0.19 | 0.59 | 31 | 100 | 0.62 | 0.83 | 16 | 0.13 | 0.57 | 32 | 0.18 | 0.62 | 28 | 125 | 0.58 | 0.9 | 14 | 0.12 | 0.63 | 29 | 0.19 | 0.61 | 30 | 150 | 0.61 | 0.83 | Mean | 0.13 | 0.57 | 33 | 0.18 | 0.59 | 33 | 175 | 0.62 | 0.84 | 11 | 0.16 | 0.53 | 35 | 0.19 | 0.63 | 29 | 200 | 0.59 | 0.91 | 16 | 0.14 | 0.64 | 34 | 0.18 | 0.6 | 31 | 225 | 0.61 | 0.89 | 15 | 0.13 | 0.55 | 32 | 0.19 | 0.59 | 30 |
| Number of images | Chen S et al. [7] | Ye Junmin et al. [8] | ARI | F1 | Average time (s) | ARI | F1 | Average time (s) |
| 25 | 0.12 | 0.53 | 33 | 0.17 | 0.58 | 28 | 50 | 0.13 | 0.57 | 30 | 0.16 | 0.57 | 31 | 75 | 0.11 | 0.55 | 29 | 0.18 | 0.58 | 30 | 100 | 0.12 | 0.56 | 31 | 0.17 | 0.61 | 27 | 125 | 0.11 | 0.62 | 28 | 0.18 | 0.60 | 29 | 150 | 0.12 | 0.56 | 32 | 0.17 | 0.58 | 32 | 175 | 0.15 | 0.52 | 34 | 0.18 | 0.62 | 28 | 200 | 0.13 | 0.63 | 33 | 0.17 | 0.59 | 30 | 225 | 0.12 | 0.54 | 31 | 0.18 | 0.58 | 29 |
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