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significant decrease » significant increase (Expand Search), significantly increased (Expand Search)
challenge » challenges (Expand Search)
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Summary of previous work.
Published 2025“…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …”
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386
Comparison of MAP@0.5 results from experiments.
Published 2025“…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …”
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387
YOLO11.
Published 2025“…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …”
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388
Structure of the SCI-YOLO11 network.
Published 2025“…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …”
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389
Comparative experimental results.
Published 2025“…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …”
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390
Algorithm operation steps.
Published 2025“…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …”
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391
SCI-YOLO11.
Published 2025“…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …”
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392
Dataset for insulator defect detection.
Published 2025“…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …”
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393
YOLOV8.
Published 2025“…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …”
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394
Faster-RCNN.
Published 2025“…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …”
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395
Results of ablation experiments.
Published 2025“…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …”
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396
Structure diagram of SPDConv.
Published 2025“…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …”
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397
Wise-IOU regression diagram.
Published 2025“…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …”
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398
Visualization of detection results.
Published 2025“…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …”
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399
Structure diagram of the SE attention mechanism.
Published 2025“…However, small object detection faces numerous challenges, such as significant difficulty, substantial interference from complex backgrounds, and inconsistent annotation quality. …”
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400