Fig 8 - حسب Junxia Zhou (14381598)

Fig 11 - حسب Junxia Zhou (14381598)

Fig 10 - حسب Junxia Zhou (14381598)

Summary of previous work. حسب Junyan Wang (4738518)

"…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …"

Comparison of MAP@0.5 results from experiments. حسب Junyan Wang (4738518)

"…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …"

YOLO11. حسب Junyan Wang (4738518)

"…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …"

Structure of the SCI-YOLO11 network. حسب Junyan Wang (4738518)

"…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …"

Comparative experimental results. حسب Junyan Wang (4738518)

"…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …"

Algorithm operation steps. حسب Junyan Wang (4738518)

"…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …"

SCI-YOLO11. حسب Junyan Wang (4738518)

"…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …"

Study area. حسب Bao Zhou (20670850)

"…Conversely, habitat quality and carbon storage show a decline, with the smallest decrease also under SSP126; (3) Analyzing the SDG index, the overall value is low in 2020. …"

Dataset for insulator defect detection. حسب Junyan Wang (4738518)

"…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …"

YOLOV8. حسب Junyan Wang (4738518)

"…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …"

Faster-RCNN. حسب Junyan Wang (4738518)

"…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …"

Results of ablation experiments. حسب Junyan Wang (4738518)

"…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …"

Spatial distribution of ESs. حسب Bao Zhou (20670850)

"…Conversely, habitat quality and carbon storage show a decline, with the smallest decrease also under SSP126; (3) Analyzing the SDG index, the overall value is low in 2020. …"

Structure diagram of SPDConv. حسب Junyan Wang (4738518)

"…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …"

Wise-IOU regression diagram. حسب Junyan Wang (4738518)

"…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …"

Visualization of detection results. حسب Junyan Wang (4738518)

"…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …"

Structure diagram of the SE attention mechanism. حسب Junyan Wang (4738518)

"…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …"