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- TSPulse 模型能力验证报告
- ========================================
- 设备: Apple MPS
- 评估集样本数: 140
- [1] 损失收敛曲线 (epoch: train / val)
- epoch 1: train 0.49377 / val 0.33041
- epoch 2: train 0.35256 / val 0.32077
- epoch 3: train 0.34754 / val 0.31910
- epoch 4: train 0.34129 / val 0.31998
- epoch 5: train 0.33505 / val 0.29960
- epoch 6: train 0.29839 / val 0.26043
- epoch 7: train 0.27106 / val 0.23832
- epoch 8: train 0.24574 / val 0.21504
- epoch 9: train 0.21309 / val 0.17202
- epoch 10: train 0.17596 / val 0.14037
- epoch 11: train 0.14785 / val 0.11632
- epoch 12: train 0.11950 / val 0.09108
- epoch 13: train 0.10143 / val 0.07853
- epoch 14: train 0.09263 / val 0.07861
- epoch 15: train 0.08870 / val 0.07181
- epoch 16: train 0.08490 / val 0.07039
- epoch 17: train 0.08113 / val 0.06641
- epoch 18: train 0.07840 / val 0.06707
- epoch 19: train 0.07561 / val 0.06043
- epoch 20: train 0.07447 / val 0.06288
- epoch 21: train 0.07330 / val 0.05902
- epoch 22: train 0.07147 / val 0.06108
- epoch 23: train 0.07110 / val 0.05982
- epoch 24: train 0.06957 / val 0.05904
- epoch 25: train 0.06943 / val 0.05856
- epoch 26: train 0.06864 / val 0.05805
- epoch 27: train 0.06786 / val 0.05800
- epoch 28: train 0.06890 / val 0.05940
- epoch 29: train 0.06792 / val 0.05725
- [3] 评估集重构 MSE: 0.05667
- [4] 指纹健康检查
- 向量形状: (140, 128)
- 全部有限值: True
- 128 维中退化维数(std<1e-6): 0
- [2] 指纹区分度
- 平均同部位距离: 0.160397
- 平均跨部位距离: 4.646139
- 同部位/跨部位比值: 0.0345 (应明显 < 1)
- 结论: 通过
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