Table 3.
Model | mAP | Aero | Bike | Bird | Boat | Bottle | Bus | Car | Cat | Chair | Cow | Table | Dog | Horse | Mbike | Person | Plant | Sheep | Sofa | Train | TV |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
SSD300 | 75.8 | 88.1 | 82.9 | 74.4 | 61.9 | 47.6 | 82.7 | 78.8 | 91.5 | 58.1 | 80.0 | 64.1 | 89.4 | 85.7 | 85.5 | 82.6 | 50.2 | 79.8 | 73.6 | 86.6 | 72.1 |
DSSD321 | 76.3 | 87.3 | 83.3 | 75.4 | 64.6 | 46.8 | 82.7 | 76.5 | 92.9 | 59.5 | 78.3 | 64.3 | 91.5 | 86.6 | 86.6 | 82.1 | 53.3 | 79.6 | 75.7 | 85.2 | 73.9 |
DF-SSD300 | 76.5 | 89.5 | 85.6 | 72.6 | 65.8 | 51.3 | 82.9 | 79.9 | 92.2 | 62.4 | 77.5 | 64.5 | 89.5 | 85.4 | 86.4 | 85.7 | 51.9 | 77.8 | 72.6 | 85.1 | 71.6 |
SSD300-TSEFFM | 77.1 | 88.6 | 85.9 | 76.0 | 65.4 | 46.2 | 84.0 | 79.9 | 92.7 | 58.6 | 81.9 | 65.3 | 91.5 | 87.8 | 88.8 | 82.9 | 52.6 | 79.1 | 75.4 | 87.1 | 73.8 |
RefineDet320 | 78.1 | 90.4 | 84.1 | 79.8 | 66.8 | 56.1 | 83.1 | 82.7 | 90.7 | 61.7 | 82.4 | 63.8 | 89.4 | 86.9 | 85.9 | 85.7 | 53.3 | 84.3 | 73.1 | 87.4 | 73.9 |
SSD300-EMB | 77.0 | 88.8 | 85.4 | 75.4 | 63.6 | 50.3 | 83.5 | 79.4 | 92.1 | 59.5 | 81.4 | 66.2 | 88.9 | 86.6 | 86.3 | 83.3 | 51.5 | 80.5 | 75.6 | 88.1 | 73.3 |
SSD512 | 78.5 | 90.0 | 85.3 | 77.7 | 64.3 | 58.5 | 85.1 | 84.3 | 92.6 | 61.3 | 83.4 | 65.1 | 89.9 | 88.5 | 88.2 | 85.5 | 54.4 | 82.4 | 70.7 | 87.1 | 75.6 |
DSSD513 | 80.0 | 92.1 | 86.6 | 80.3 | 68.7 | 58.2 | 84.3 | 85.0 | 94.6 | 63.3 | 85.9 | 65.6 | 93.0 | 88.5 | 87.8 | 86.4 | 57.4 | 85.2 | 73.4 | 87.8 | 76.8 |
SSD512-TSEFFM | 80.2 | 90.1 | 88.2 | 81.5 | 68.4 | 59.1 | 85.6 | 85.5 | 93.7 | 63.0 | 86.1 | 64.0 | 90.9 | 88.6 | 89.1 | 86.4 | 59.2 | 85.9 | 73.3 | 87.8 | 75.9 |
RefineDet512 | 80.1 | 90.2 | 86.8 | 81.8 | 68.0 | 65.6 | 84.9 | 85.0 | 92.2 | 62.0 | 84.4 | 64.9 | 90.6 | 88.3 | 87.2 | 87.8 | 58.0 | 86.3 | 72.5 | 88.7 | 76.6 |
SSD512-EMB | 79.9 | 90.2 | 88.5 | 78.4 | 67.7 | 59.5 | 86.2 | 84.7 | 93.1 | 62.7 | 84.5 | 67.1 | 91.3 | 88.9 | 89.5 | 86.1 | 58.1 | 84.3 | 73.0 | 87.8 | 76.3 |