Table 2 Ablation experiments for each part of the model.

From: A photovoltaic cell defect detection model capable of topological knowledge extraction

Modul

p

R

mAP@0.5

Modul

p

R

mAP@0.5

YOLO-V5

0.875

0.881

0.905

YOLO-V7[29]

0.879

0.824

0.880

PicoDet[26]

0.871

0.841

0.775

YOLO-V8

0.890

0.872

0.886

YOLO-X[27]

0.881

0.865

0.896

Deformable-DETR[30]

\

0.755

0.842

Cascade-RCNN

0.912

0.881

0.893

Faster-RCNN

0.818

0.805

0.824

Sparse-RCNN[28]

0.841

0.817

0.840

Ours

0.891

0.894

0.920

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