Research Article
TransEffiDet: Aircraft Detection and Classification in Aerial Images Based on EfficientDet and Transformer
Table 3
The ablation study of the proposed method on all test datasets.
| Models | Ablation type | mAp (%) | Input | Input/half | | /half | | /half | , , /half | Cat | Add | Cat/Add |
| Model 1 | | | | | √ | | | | | | 76.46 | Model 2 | | | | √ | | √ | | √ | | | 81.03 | Model 3 | √ | | √ | | √ | | | | √ | | 82.67 | Model 4 | √ | | √ | | √ | | | √ | | | 82.86 | Model 5 | √ | | | √ | | √ | | | | √ | 82.84 | Model 6 | | √ | | √ | | √ | | √ | | | 81.67 | Model 7 | √ | | | | | | √ | √ | | | 85.06 | Model 8 (proposed) | √ | | | √ | | √ | | √ | | | 86.55 |
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