Table 2.
Configurations of datasets under augmentation and CNN average precision
NBI-Net model | Rescaling mode | Rotation/flipping mode | Data complexity | AP w/o cropping | Compared to base | AP w/cropping | Compared to base |
---|---|---|---|---|---|---|---|
S5 | F0 | 1 | 90.03 | (Base) | 89.42 | −0.61 | |
B | S4–S5 | F0 | ×1.3 | 90.28 | 0.25 | 89.63 | −0.40 |
C | S5–S6 | F0 | ×3.6 | 91.45 | 1.42 | 89.45 | −0.58 |
D | S4–S6 | F0 | ×3.9 | 91.87 | 1.84 | 90.62 | 0.59 |
E | S4–S7 | F0 | ×10.2 | 90.43 | 0.40 | 88.69 | −1.34 |
F | S3–S6 | F0 | ×3.9 | 91.65 | 1.62 | 90.13 | 0.10 |
G | S5 | [F0–F7]/2 | ×4 | 91.42 | 1.39 | 90.11 | 0.08 |
H | S5 | F0–F7 | ×8 | 91.80 | 1.77 | 90.00 | −0.03 |
I | S4–S6 | F0–F7 | ×3.9 × 8 | 92.31 | 2.28 | 91.24 | 1.21 |
“[]/2” represents a random 50% downsampling
The top results have been styled with bold and italic
The best results of comparative group are styled with italic