| 12345678910111213141516171819202122232425262728293031323334353637383940414243444546 |
- TSPulse 模型能力验证报告
- ========================================
- 设备: Apple MPS
- 评估集样本数: 549
- [1] 损失收敛曲线 (epoch: train / val)
- epoch 1: train 0.37993 / val 0.31435
- epoch 2: train 0.29011 / val 0.21095
- epoch 3: train 0.16007 / val 0.08758
- epoch 4: train 0.08549 / val 0.06635
- epoch 5: train 0.07169 / val 0.06158
- epoch 6: train 0.06394 / val 0.05309
- epoch 7: train 0.05699 / val 0.04959
- epoch 8: train 0.05335 / val 0.04846
- epoch 9: train 0.05140 / val 0.04560
- epoch 10: train 0.04896 / val 0.04545
- epoch 11: train 0.04737 / val 0.04259
- epoch 12: train 0.04618 / val 0.04317
- epoch 13: train 0.04588 / val 0.04253
- epoch 14: train 0.04480 / val 0.04094
- epoch 15: train 0.04414 / val 0.04123
- epoch 16: train 0.04333 / val 0.04159
- epoch 17: train 0.04308 / val 0.04046
- epoch 18: train 0.04237 / val 0.03925
- epoch 19: train 0.04234 / val 0.03930
- epoch 20: train 0.04203 / val 0.03951
- epoch 21: train 0.04133 / val 0.03943
- epoch 22: train 0.04157 / val 0.03885
- epoch 23: train 0.04064 / val 0.03953
- epoch 24: train 0.04047 / val 0.03890
- epoch 25: train 0.04009 / val 0.03802
- epoch 26: train 0.04013 / val 0.03752
- [3] 评估集重构 MSE: 0.03724
- [4] 指纹健康检查
- 向量形状: (549, 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: 0.445900
- 平均跨部位距离: 4.307701
- 同部位/跨部位比值: 0.1035 (应明显 < 1)
- 结论: 通过
|
