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} |
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