Table 4. Performance of the improved model on three datasets.
| Block | DBD | Stem | Accuracy(ours) | ||
|---|---|---|---|---|---|
| DWConv | AvgPool | ||||
| The Oxford-IIIT pet | √ | × | × | × | 66.96(+0.54)% |
| √ | × | √ | × | 76.98(+10.56)% | |
| × | √ | √ | × | 77.05(+10.63)% | |
| × | √ | √ | √ | 82.60(+16.18)% | |
| Imagewoof | √ | × | × | × | 79.99(+4.19)% |
| √ | × | √ | × | 86.21(+10.41)% | |
| × | √ | √ | × | 86.69(+10.89)% | |
| × | √ | √ | √ | 87.63(+11.83)% | |
| 102 Category flower | √ | × | × | × | 93.57(+2.43)% |
| √ | × | √ | × | 94.19(+3.05)% | |
| × | √ | √ | × | 94.32(+3.18)% | |
| × | √ | √ | √ | 95.44(+4.30)% | |