Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads. 设备：cuda:2 [leak_free] train 剔除 leakage 条数 = 1032 [leak_free] test 去重剔除条数 = 964，剩余 13237 [leak_free] val 去重剔除条数 = 958，剩余 13269 训练集分布：Normal=55162 DR=59047 共 114209 测试集分布：Normal=6896 DR=6341 共 13237 Epoch 01/15 loss=0.5783 val_auc=0.7917 sens=0.5348 spec=0.9111 f1=0.6558 lr=2.97e-04 Epoch 02/15 loss=0.5585 val_auc=0.7778 sens=0.5686 spec=0.8619 f1=0.6619 lr=2.87e-04 Epoch 03/15 loss=0.5373 val_auc=0.7766 sens=0.5446 spec=0.8735 f1=0.6478 lr=2.71e-04 Epoch 04/15 loss=0.5292 val_auc=0.7859 sens=0.5326 spec=0.9109 f1=0.6540 lr=2.50e-04 Epoch 05/15 loss=0.5284 val_auc=0.7817 sens=0.5615 spec=0.8712 f1=0.6603 lr=2.25e-04 Epoch 06/15 loss=0.5204 val_auc=0.7925 sens=0.6009 spec=0.8576 f1=0.6848 lr=1.96e-04 Epoch 07/15 loss=0.5232 val_auc=0.7972 sens=0.6217 spec=0.8470 f1=0.6958 lr=1.66e-04 Epoch 08/15 loss=0.5059 val_auc=0.7960 sens=0.6318 spec=0.8290 f1=0.6955 lr=1.34e-04 Epoch 09/15 loss=0.4882 val_auc=0.8079 sens=0.4978 spec=0.9597 f1=0.6459 lr=1.04e-04 Epoch 10/15 loss=0.4781 val_auc=0.8159 sens=0.5345 spec=0.9526 f1=0.6741 lr=7.50e-05 Epoch 11/15 loss=0.4676 val_auc=0.8258 sens=0.5529 spec=0.9516 f1=0.6888 lr=4.96e-05 Epoch 12/15 loss=0.4579 val_auc=0.8201 sens=0.6046 spec=0.9128 f1=0.7118 lr=2.86e-05 Epoch 13/15 loss=0.4498 val_auc=0.8352 sens=0.6026 spec=0.9292 f1=0.7177 lr=1.30e-05 Epoch 14/15 loss=0.4423 val_auc=0.8366 sens=0.6131 spec=0.9192 f1=0.7211 lr=3.28e-06 Epoch 15/15 loss=0.4373 val_auc=0.8371 sens=0.5894 spec=0.9408 f1=0.7130 lr=0.00e+00 ============================================================ 模式：baseline Test AUC : 0.8295 ← 核心指标 Test Sensitivity : 0.5553 ← DR 漏诊率 Test Specificity : 0.9423 Test F1 : 0.6864 混淆矩阵（行=真实，列=预测）: Pred_Normal Pred_DR Normal 6498 398 DR 2820 3521 ============================================================ 结果已保存至 /root/autodl-tmp/ST/cls_binary_leakfree/baseline_vitb16/