Table 4.
The comparison between the state-of-the-art approaches and our approach.
| The approach in [8] | The approach in [9] | The approach in [10] | Our approach | |
|---|---|---|---|---|
| Information channel | Nonvisual and visual | Nonvisual and visual | Visual | Visual |
| Cognitive model based | No | No | Yes | Yes |
| Feature type | Hand-crafted features | Hand-crafted features | Hand-crafted features | Automatically extracted features |
| Aesthetic manner | Machine learning based method | Machine learning based method | Machine learning based method | Deep learning based method |
| Data acquisition environment | Simulation | Simulation | Simulation | Real |
| Highest correct ratio | 81.8% | 81.6% | 81.6% | 82.3% |