Table 5 Comparison of the performance of existing models evaluated on the DePondFi dataset.

From: AquaYOLO: Advanced YOLO-based fish detection for optimized aquaculture pond monitoring

Model Name

mAP

Preprocessing

Time (sec)

YOLOFish13

0.1569

Normalized

0.87

Detectron42

0.389

Normalized

0.036

DMACS_SAI42

0.3665

-

0.001

PondVision42

0.3163

-

0.006

Sahajeevis42

0.291

-

0.001

Ours (AquaYOLO)

0.52

-

0.0001

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