The test set of P = 100 fish photographs has been derived from the 52 test photographs of the initial 322 image dataset, using LAE augmentation services. The error in the position of the landmarks is estimated from the comparison with the annotation defined as ground truth in the LAE editor...
The backbone is utilized to extract sufficient features from the quality-enhanced image 𝑌𝑄𝐸YQE. To fully stimulate the network performance, we mainly employ the well-received ResNet-50 [57] as the backbone, which has been pre-trained on the VOC2007 dataset for network initialization. No...
A further analysis revealed that the YOLOv7-CHS model also enhances the detection accuracy on the DUO dataset. This finding underscores the adaptability of the YOLOv7-CHS model in diverse underwater environments. Figure 13. Detection results on the DUO dataset. (a) Original image. (b) ...
A further analysis revealed that the YOLOv7-CHS model also enhances the detection accuracy on the DUO dataset. This finding underscores the adaptability of the YOLOv7-CHS model in diverse underwater environments. Figure 13. Detection results on the DUO dataset. (a) Original image. (b) ...