Research Article
Micro Expression Recognition via Dual-Stream Spatiotemporal Attention Network
Table 4
Comparison of DSTAN with other approaches (F1 : F1-Score).
| Method | SMIC | CASME | CASME II | Accuracy | F1 | Accuracy | F1 | Accuracy | F1 |
| LBP-TOP [6] | 0.44 | 0.41 | 0.37 | 0.33 | 0.47 | 0.35 | LBP-SIP [7] | 0.45 | 0.45 | 0.37 | 0.33 | 0.47 | 0.45 | STLBP-IP [8] | 0.58 | — | — | — | 0.56 | — | STCLQP [9] | 0.64 | 0.64 | 0.57 | 0.50 | 0.58 | 0.58 | LCBP [10] | 0.71 | 0.68 | — | — | 0.70 | 0.70 | MDMO [11] | 0.59 | 0.59 | 0.56 | 0.56 | 0.52 | 0.50 | FDM [12] | 0.55 | 0.54 | 0.56 | 0.49 | 0.46 | 0.41 | Sparse MDMO [13] | 0.71 | 0.70 | 0.75 | 0.75 | 0.67 | 0.69 | Bi-WOOF [14] | 0.62 | 0.62 | — | — | 0.59 | 0.61 | CNN-LSTM [15] | — | — | — | — | 0.61 | — | 3D-FCNN [16] | 0.56 | — | 0.54 | — | 0.59 | — | ELRCN-TE [17] | — | — | — | — | 0.52 | 0.50 | STRCN [18] | 0.72 | 0.69 | — | — | — | — | MERTA [21] | — | — | — | — | 0.61 | — | DSTAN | 0.77 | 0.78 | 0.78 | 0.75 | 0.75 | 0.73 |
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