Table 3.
Case | CLAHE | Transformer | CA Block | Precision | Recall | mAPIOU=0.5 | mAPIOU=0.5:0.95 | Time |
---|---|---|---|---|---|---|---|---|
1 | x | x | x | 79.7% | 71.1% | 76.5% | 38.5% | 16.2 ms |
2 | √ | x | x | 78.1% | 73.5% | 75.4% | 37.7% | 18.7 ms |
3 | x | √ | x | 80.5% | 71.8% | 78.2% | 40.3% | 17.3 ms |
4 | x | x | √ | 81.2% | 72.9% | 78.6% | 41.2% | 16.5 ms |
5 | √ | √ | x | 80.4% | 74.2% | 77.6% | 39.5% | 19.4 ms |
6 | √ | x | √ | 80.9% | 74.8% | 79.6% | 42.3% | 18.8 ms |
7 | x | √ | √ | 81.6% | 75.1% | 80.5% | 43.5% | 17.5 ms |
8 | √ | √ | √ | 82.9% | 76.8% | 83.1% | 45.6% | 19.7 ms |