scenario_id
string
failure_type
string
feature_values
string
true_label
int64
train_accuracy
float64
val_accuracy
float64
precision
float64
recall
float64
f1_score
float64
error_description
string
root_cause
string
fix_strategy
string
severity
string
extra_info
string
OOD_0000
Out_of_Distribution
[3.1873, 1.8424]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0001
Out_of_Distribution
[4.0706, 2.5888]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0002
Out_of_Distribution
[3.9735, 1.7082]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0003
Out_of_Distribution
[2.9758, 0.7896]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0004
Out_of_Distribution
[3.4104, 2.6623]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0005
Out_of_Distribution
[2.5613, 0.751]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0006
Out_of_Distribution
[4.1375, 1.7113]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0007
Out_of_Distribution
[3.2131, 1.0559]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0008
Out_of_Distribution
[4.2767, 2.0707]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0009
Out_of_Distribution
[5.5792, 0.7292]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0010
Out_of_Distribution
[4.1904, 1.096]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0011
Out_of_Distribution
[1.9554, 2.0501]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0012
Out_of_Distribution
[2.6238, 0.402]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0013
Out_of_Distribution
[3.2369, 2.3752]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0014
Out_of_Distribution
[3.645, 2.7131]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0015
Out_of_Distribution
[3.1733, 1.8852]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0016
Out_of_Distribution
[3.2299, 1.1177]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0017
Out_of_Distribution
[3.2209, -0.0521]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0018
Out_of_Distribution
[3.5296, 2.2363]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0019
Out_of_Distribution
[3.0617, 1.3956]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0020
Out_of_Distribution
[4.3437, -0.2949]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0021
Out_of_Distribution
[3.7026, 2.2564]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0022
Out_of_Distribution
[3.8899, 1.8998]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0023
Out_of_Distribution
[5.1051, 2.9038]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0024
Out_of_Distribution
[3.8613, 2.3566]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0025
Out_of_Distribution
[2.8933, 1.4919]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0026
Out_of_Distribution
[4.6869, 1.4635]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0027
Out_of_Distribution
[2.9841, 2.7087]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0028
Out_of_Distribution
[2.6527, 1.49]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0029
Out_of_Distribution
[4.6939, 0.9185]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0030
Out_of_Distribution
[3.5041, 1.774]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0031
Out_of_Distribution
[2.6753, 3.2127]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0032
Out_of_Distribution
[3.7307, 2.9656]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0033
Out_of_Distribution
[3.1305, 1.0192]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0034
Out_of_Distribution
[3.3739, 2.2621]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0035
Out_of_Distribution
[2.6348, 2.3019]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0036
Out_of_Distribution
[3.8464, 2.5854]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0037
Out_of_Distribution
[2.5345, 1.936]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0038
Out_of_Distribution
[3.5281, 1.7684]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0039
Out_of_Distribution
[3.6616, 2.6689]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0040
Out_of_Distribution
[4.1257, 2.7212]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0041
Out_of_Distribution
[4.7379, 0.9749]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0042
Out_of_Distribution
[2.4337, 2.576]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0043
Out_of_Distribution
[4.099, -0.0423]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0044
Out_of_Distribution
[3.2507, 1.8671]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0045
Out_of_Distribution
[5.3248, 2.2325]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0046
Out_of_Distribution
[4.1265, 0.9294]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0047
Out_of_Distribution
[3.6872, 1.0984]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0048
Out_of_Distribution
[3.9699, -0.1617]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0049
Out_of_Distribution
[2.4003, 1.3887]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0050
Out_of_Distribution
[3.5125, 1.4487]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0051
Out_of_Distribution
[2.931, 0.5024]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0052
Out_of_Distribution
[3.0952, 1.5856]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0053
Out_of_Distribution
[3.4805, 1.781]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0054
Out_of_Distribution
[3.1358, 1.1166]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0055
Out_of_Distribution
[4.5675, -0.7279]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0056
Out_of_Distribution
[3.9368, 1.6519]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0057
Out_of_Distribution
[1.5684, 1.4982]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0058
Out_of_Distribution
[3.2041, 2.4258]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0059
Out_of_Distribution
[3.9601, 1.8457]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0060
Out_of_Distribution
[2.7195, 2.3216]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0061
Out_of_Distribution
[2.7093, 0.4316]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0062
Out_of_Distribution
[4.9776, 0.2151]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0063
Out_of_Distribution
[2.6205, 1.7447]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0064
Out_of_Distribution
[3.1773, 2.4641]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0065
Out_of_Distribution
[3.0104, 1.5185]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0066
Out_of_Distribution
[3.1404, 2.8557]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0067
Out_of_Distribution
[3.9689, 2.0907]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0068
Out_of_Distribution
[4.0754, 0.1071]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0069
Out_of_Distribution
[2.9068, 2.3863]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0070
Out_of_Distribution
[2.8103, -0.0602]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0071
Out_of_Distribution
[3.3193, 0.5775]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0072
Out_of_Distribution
[2.5686, 1.0626]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0073
Out_of_Distribution
[4.1102, 0.5184]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0074
Out_of_Distribution
[4.4489, 3.2547]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0075
Out_of_Distribution
[3.0527, 1.4249]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0076
Out_of_Distribution
[3.5829, 1.0154]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0077
Out_of_Distribution
[3.1585, 1.239]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0078
Out_of_Distribution
[2.6399, 1.2794]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0079
Out_of_Distribution
[4.7348, 2.5919]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0080
Out_of_Distribution
[3.8883, 2.6451]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0081
Out_of_Distribution
[4.0958, 0.5547]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0082
Out_of_Distribution
[4.253, 1.0614]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0083
Out_of_Distribution
[3.2537, 1.7144]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0084
Out_of_Distribution
[3.1311, 2.2845]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0085
Out_of_Distribution
[3.531, 0.7166]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0086
Out_of_Distribution
[4.079, 1.5431]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0087
Out_of_Distribution
[4.4414, 1.9258]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0088
Out_of_Distribution
[3.6257, 1.0535]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0089
Out_of_Distribution
[5.6476, 2.3107]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0090
Out_of_Distribution
[3.2286, 0.9114]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0091
Out_of_Distribution
[1.9345, 1.6982]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0092
Out_of_Distribution
[2.7054, 0.2194]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0093
Out_of_Distribution
[4.5805, 0.7793]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0094
Out_of_Distribution
[3.905, 0.6778]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0095
Out_of_Distribution
[3.2058, 2.4497]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0096
Out_of_Distribution
[2.9353, 2.0468]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0097
Out_of_Distribution
[4.686, 1.5707]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0098
Out_of_Distribution
[3.3091, -0.3589]
1
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}
OOD_0099
Out_of_Distribution
[3.5507, 3.1234]
0
0.975
0.515
0.611
0.515
0.3812
Model fails on data far outside training distribution.
No exposure to OOD samples; model extrapolates incorrectly.
OOD detection, confidence thresholding, diverse data augmentation, MC Dropout uncertainty.
Critical
{'in_dist_acc': 0.975, 'ood_acc': 0.515}