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Protocol-consistent Sigmoid- τ logit distillation for lightweight object detection
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DOI：10.1016/j.imavis.2026.106045.png)
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Abstract
En 中文
• Protocol-consistent logit distillation for lightweight object detection. • Sigmoid- τ resolves Softmax mismatch in multi-label detection heads. • Partition-aware localization from task-aligned assignment differences. • Validated on COCO, VOC, VisDrone, and YOLOv9 cross-architecture.
Keywords:
lightweight object detection
logit distillation
sigmoid-tau
multi-label detection
task-aligned assignment
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