mirror of
https://github.com/ION606/COGMOD-HWI.git
synced 2026-05-14 22:16:57 +00:00
398 lines
6.8 KiB
JSON
398 lines
6.8 KiB
JSON
[
|
|
{
|
|
"seed": 42,
|
|
"optimizer": "sgd",
|
|
"augmentation": "none",
|
|
"test_acc": 0.7017,
|
|
"robustness": {
|
|
"0.1": 0.6874,
|
|
"0.2": 0.6539,
|
|
"0.3": 0.573
|
|
}
|
|
},
|
|
{
|
|
"seed": 42,
|
|
"optimizer": "sgd",
|
|
"augmentation": "standard",
|
|
"test_acc": 0.6983,
|
|
"robustness": {
|
|
"0.1": 0.685,
|
|
"0.2": 0.6393,
|
|
"0.3": 0.5324
|
|
}
|
|
},
|
|
{
|
|
"seed": 42,
|
|
"optimizer": "sgd",
|
|
"augmentation": "aggressive",
|
|
"test_acc": 0.6529,
|
|
"robustness": {
|
|
"0.1": 0.6441,
|
|
"0.2": 0.5905,
|
|
"0.3": 0.5073
|
|
}
|
|
},
|
|
{
|
|
"seed": 42,
|
|
"optimizer": "adam",
|
|
"augmentation": "none",
|
|
"test_acc": 0.5754,
|
|
"robustness": {
|
|
"0.1": 0.5688,
|
|
"0.2": 0.5225,
|
|
"0.3": 0.461
|
|
}
|
|
},
|
|
{
|
|
"seed": 42,
|
|
"optimizer": "adam",
|
|
"augmentation": "standard",
|
|
"test_acc": 0.5012,
|
|
"robustness": {
|
|
"0.1": 0.5008,
|
|
"0.2": 0.4696,
|
|
"0.3": 0.3933
|
|
}
|
|
},
|
|
{
|
|
"seed": 42,
|
|
"optimizer": "adam",
|
|
"augmentation": "aggressive",
|
|
"test_acc": 0.4534,
|
|
"robustness": {
|
|
"0.1": 0.443,
|
|
"0.2": 0.4074,
|
|
"0.3": 0.3669
|
|
}
|
|
},
|
|
{
|
|
"seed": 123,
|
|
"optimizer": "sgd",
|
|
"augmentation": "none",
|
|
"test_acc": 0.7018,
|
|
"robustness": {
|
|
"0.1": 0.6907,
|
|
"0.2": 0.6513,
|
|
"0.3": 0.5808
|
|
}
|
|
},
|
|
{
|
|
"seed": 123,
|
|
"optimizer": "sgd",
|
|
"augmentation": "standard",
|
|
"test_acc": 0.6987,
|
|
"robustness": {
|
|
"0.1": 0.688,
|
|
"0.2": 0.6378,
|
|
"0.3": 0.5488
|
|
}
|
|
},
|
|
{
|
|
"seed": 123,
|
|
"optimizer": "sgd",
|
|
"augmentation": "aggressive",
|
|
"test_acc": 0.6736,
|
|
"robustness": {
|
|
"0.1": 0.6591,
|
|
"0.2": 0.6077,
|
|
"0.3": 0.5265
|
|
}
|
|
},
|
|
{
|
|
"seed": 123,
|
|
"optimizer": "adam",
|
|
"augmentation": "none",
|
|
"test_acc": 0.5414,
|
|
"robustness": {
|
|
"0.1": 0.5207,
|
|
"0.2": 0.4721,
|
|
"0.3": 0.3951
|
|
}
|
|
},
|
|
{
|
|
"seed": 123,
|
|
"optimizer": "adam",
|
|
"augmentation": "standard",
|
|
"test_acc": 0.4439,
|
|
"robustness": {
|
|
"0.1": 0.4509,
|
|
"0.2": 0.4256,
|
|
"0.3": 0.3567
|
|
}
|
|
},
|
|
{
|
|
"seed": 123,
|
|
"optimizer": "adam",
|
|
"augmentation": "aggressive",
|
|
"test_acc": 0.4519,
|
|
"robustness": {
|
|
"0.1": 0.4502,
|
|
"0.2": 0.4266,
|
|
"0.3": 0.3584
|
|
}
|
|
},
|
|
{
|
|
"seed": 999,
|
|
"optimizer": "sgd",
|
|
"augmentation": "none",
|
|
"test_acc": 0.6778,
|
|
"robustness": {
|
|
"0.1": 0.669,
|
|
"0.2": 0.6288,
|
|
"0.3": 0.5506
|
|
}
|
|
},
|
|
{
|
|
"seed": 999,
|
|
"optimizer": "sgd",
|
|
"augmentation": "standard",
|
|
"test_acc": 0.6961,
|
|
"robustness": {
|
|
"0.1": 0.6862,
|
|
"0.2": 0.6491,
|
|
"0.3": 0.5655
|
|
}
|
|
},
|
|
{
|
|
"seed": 999,
|
|
"optimizer": "sgd",
|
|
"augmentation": "aggressive",
|
|
"test_acc": 0.6623,
|
|
"robustness": {
|
|
"0.1": 0.6504,
|
|
"0.2": 0.5934,
|
|
"0.3": 0.5163
|
|
}
|
|
},
|
|
{
|
|
"seed": 999,
|
|
"optimizer": "adam",
|
|
"augmentation": "none",
|
|
"test_acc": 0.5477,
|
|
"robustness": {
|
|
"0.1": 0.5394,
|
|
"0.2": 0.4983,
|
|
"0.3": 0.4188
|
|
}
|
|
},
|
|
{
|
|
"seed": 999,
|
|
"optimizer": "adam",
|
|
"augmentation": "standard",
|
|
"test_acc": 0.4508,
|
|
"robustness": {
|
|
"0.1": 0.4455,
|
|
"0.2": 0.3987,
|
|
"0.3": 0.308
|
|
}
|
|
},
|
|
{
|
|
"seed": 999,
|
|
"optimizer": "adam",
|
|
"augmentation": "aggressive",
|
|
"test_acc": 0.4209,
|
|
"robustness": {
|
|
"0.1": 0.4268,
|
|
"0.2": 0.4071,
|
|
"0.3": 0.3368
|
|
}
|
|
},
|
|
{
|
|
"seed": 42,
|
|
"optimizer": "sgd",
|
|
"augmentation": "none",
|
|
"test_acc": 0.7013,
|
|
"robustness": {
|
|
"0.1": 0.6895,
|
|
"0.2": 0.6449,
|
|
"0.3": 0.5712
|
|
}
|
|
},
|
|
{
|
|
"seed": 42,
|
|
"optimizer": "sgd",
|
|
"augmentation": "standard",
|
|
"test_acc": 0.6791,
|
|
"robustness": {
|
|
"0.1": 0.6702,
|
|
"0.2": 0.6315,
|
|
"0.3": 0.5601
|
|
}
|
|
},
|
|
{
|
|
"seed": 42,
|
|
"optimizer": "sgd",
|
|
"augmentation": "aggressive",
|
|
"test_acc": 0.6703,
|
|
"robustness": {
|
|
"0.1": 0.6505,
|
|
"0.2": 0.587,
|
|
"0.3": 0.5143
|
|
}
|
|
},
|
|
{
|
|
"seed": 42,
|
|
"optimizer": "adam",
|
|
"augmentation": "none",
|
|
"test_acc": 0.5658,
|
|
"robustness": {
|
|
"0.1": 0.5575,
|
|
"0.2": 0.5204,
|
|
"0.3": 0.4498
|
|
}
|
|
},
|
|
{
|
|
"seed": 42,
|
|
"optimizer": "adam",
|
|
"augmentation": "standard",
|
|
"test_acc": 0.4394,
|
|
"robustness": {
|
|
"0.1": 0.4385,
|
|
"0.2": 0.4069,
|
|
"0.3": 0.3476
|
|
}
|
|
},
|
|
{
|
|
"seed": 42,
|
|
"optimizer": "adam",
|
|
"augmentation": "aggressive",
|
|
"test_acc": 0.45,
|
|
"robustness": {
|
|
"0.1": 0.4467,
|
|
"0.2": 0.4168,
|
|
"0.3": 0.3557
|
|
}
|
|
},
|
|
{
|
|
"seed": 123,
|
|
"optimizer": "sgd",
|
|
"augmentation": "none",
|
|
"test_acc": 0.7002,
|
|
"robustness": {
|
|
"0.1": 0.6902,
|
|
"0.2": 0.6511,
|
|
"0.3": 0.5781
|
|
}
|
|
},
|
|
{
|
|
"seed": 123,
|
|
"optimizer": "sgd",
|
|
"augmentation": "standard",
|
|
"test_acc": 0.6951,
|
|
"robustness": {
|
|
"0.1": 0.6833,
|
|
"0.2": 0.6248,
|
|
"0.3": 0.5406
|
|
}
|
|
},
|
|
{
|
|
"seed": 123,
|
|
"optimizer": "sgd",
|
|
"augmentation": "aggressive",
|
|
"test_acc": 0.6766,
|
|
"robustness": {
|
|
"0.1": 0.6661,
|
|
"0.2": 0.6188,
|
|
"0.3": 0.5369
|
|
}
|
|
},
|
|
{
|
|
"seed": 123,
|
|
"optimizer": "adam",
|
|
"augmentation": "none",
|
|
"test_acc": 0.4857,
|
|
"robustness": {
|
|
"0.1": 0.4851,
|
|
"0.2": 0.4572,
|
|
"0.3": 0.4191
|
|
}
|
|
},
|
|
{
|
|
"seed": 123,
|
|
"optimizer": "adam",
|
|
"augmentation": "standard",
|
|
"test_acc": 0.4536,
|
|
"robustness": {
|
|
"0.1": 0.4517,
|
|
"0.2": 0.4216,
|
|
"0.3": 0.3551
|
|
}
|
|
},
|
|
{
|
|
"seed": 123,
|
|
"optimizer": "adam",
|
|
"augmentation": "aggressive",
|
|
"test_acc": 0.4542,
|
|
"robustness": {
|
|
"0.1": 0.4568,
|
|
"0.2": 0.4363,
|
|
"0.3": 0.3909
|
|
}
|
|
},
|
|
{
|
|
"seed": 999,
|
|
"optimizer": "sgd",
|
|
"augmentation": "none",
|
|
"test_acc": 0.6961,
|
|
"robustness": {
|
|
"0.1": 0.6845,
|
|
"0.2": 0.6509,
|
|
"0.3": 0.5702
|
|
}
|
|
},
|
|
{
|
|
"seed": 999,
|
|
"optimizer": "sgd",
|
|
"augmentation": "standard",
|
|
"test_acc": 0.6896,
|
|
"robustness": {
|
|
"0.1": 0.6757,
|
|
"0.2": 0.6251,
|
|
"0.3": 0.5515
|
|
}
|
|
},
|
|
{
|
|
"seed": 999,
|
|
"optimizer": "sgd",
|
|
"augmentation": "aggressive",
|
|
"test_acc": 0.663,
|
|
"robustness": {
|
|
"0.1": 0.6542,
|
|
"0.2": 0.6143,
|
|
"0.3": 0.5326
|
|
}
|
|
},
|
|
{
|
|
"seed": 999,
|
|
"optimizer": "adam",
|
|
"augmentation": "none",
|
|
"test_acc": 0.5189,
|
|
"robustness": {
|
|
"0.1": 0.5138,
|
|
"0.2": 0.4787,
|
|
"0.3": 0.4115
|
|
}
|
|
},
|
|
{
|
|
"seed": 999,
|
|
"optimizer": "adam",
|
|
"augmentation": "standard",
|
|
"test_acc": 0.4934,
|
|
"robustness": {
|
|
"0.1": 0.4822,
|
|
"0.2": 0.4312,
|
|
"0.3": 0.34
|
|
}
|
|
},
|
|
{
|
|
"seed": 999,
|
|
"optimizer": "adam",
|
|
"augmentation": "aggressive",
|
|
"test_acc": 0.4039,
|
|
"robustness": {
|
|
"0.1": 0.4053,
|
|
"0.2": 0.3814,
|
|
"0.3": 0.3183
|
|
}
|
|
}
|
|
] |