Data and scripts for "Structured Pruning of YOLO26n for Insulator-Defect Inspection: A Reproducible Accuracy–Complexity Study"

Evaluation outputs and reproduction scripts for a three-seed, budget-matched comparison of structured channel-pruning criteria (L1, FPGM, LAMP) on YOLO26n for insulator-defect inspection. Contains: the master results table (three-seed means +/- sd, per-class AP, parameters, GFLOPs, pure-forward FPS, cross-domain insulator AP); per-run Ultralytics evaluation results on the Insulator-Defect test split for 27 training runs across seeds 42/43/44; per-class COCO evaluations (areaRng [0,1e9]); zero-shot cross-domain results on CPLID and InsPLAD-det; knowledge-distillation ablation; locally calibrated GFLOPs measurements; figure data; and the evaluation/statistics/figure scripts. The three benchmark datasets (Insulator-Defect, CPLID, InsPLAD-det) are publicly available from their original publishers and are not included. No model weights are included. See README.md for the run-name mapping and file inventory.本数据集涵盖针对绝缘子缺陷检测任务，在YOLO26n模型上开展的三随机种子、预算匹配对比实验的评估输出与复现脚本，对比的结构化通道剪枝准则（structured channel-pruning criteria）包含L1、FPGM与LAMP。数据集具体包含以下内容：主结果表（含三随机种子均值±标准差、每类平均精度（AP）、参数量、GFLOPs、纯前向传播FPS、跨域绝缘子缺陷AP）；对应随机种子42、43、44的27次训练运行在Insulator-Defect测试集划分上的Ultralytics评估结果；每类COCO评估结果（面积范围[0,1e9]）；在CPLID与InsPLAD-det上的零样本跨域实验结果；知识蒸馏消融实验数据；本地校准的GFLOPs测量值；绘图数据；以及评估、统计与绘图脚本。三个基准数据集（Insulator-Defect、CPLID、InsPLAD-det）可从其原始发布方公开获取，未包含于本数据集内。本数据集未包含任何模型权重。有关运行名称映射与文件清单，请参阅README.md。