Skip to content
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
90 changes: 47 additions & 43 deletions README.md

Large diffs are not rendered by default.

16 changes: 16 additions & 0 deletions model_info/cifar10/Linf/Jia2022LAS-AT_34_10.json
Original file line number Diff line number Diff line change
@@ -0,0 +1,16 @@
{
"link": "https://arxiv.org/abs/2203.06616",
"name": "LAS-AT: Adversarial Training with Learnable Attack Strategy",
"authors": "Xiaojun Jia, Yong Zhang, Baoyuan Wu, Ke Ma, Jue Wang, Xiaochun Cao",
"additional_data": false,
"number_forward_passes": 1,
"dataset": "cifar10",
"venue": "arXiv, Mar 2022",
"architecture": "WideResNet-34-10",
"eps": "8/255",
"clean_acc": "84.98",
"reported": "56.26",
"autoattack_acc": "56.26",
"footnote": "",
"unreliable": false
}
16 changes: 16 additions & 0 deletions model_info/cifar10/Linf/Jia2022LAS-AT_70_16.json
Original file line number Diff line number Diff line change
@@ -0,0 +1,16 @@
{
"link": "https://arxiv.org/abs/2203.06616",
"name": "LAS-AT: Adversarial Training with Learnable Attack Strategy",
"authors": "Xiaojun Jia, Yong Zhang, Baoyuan Wu, Ke Ma, Jue Wang, Xiaochun Cao",
"additional_data": false,
"number_forward_passes": 1,
"dataset": "cifar10",
"venue": "arXiv, Mar 2022",
"architecture": "WideResNet-70-16",
"eps": "8/255",
"clean_acc": "85.66",
"reported": "57.61",
"autoattack_acc": "57.61",
"footnote": "",
"unreliable": false
}
16 changes: 16 additions & 0 deletions model_info/cifar100/Linf/Jia2022LAS-AT_34_10.json
Original file line number Diff line number Diff line change
@@ -0,0 +1,16 @@
{
"link": "https://arxiv.org/abs/2203.06616",
"name": "LAS-AT: Adversarial Training with Learnable Attack Strategy",
"authors": "Xiaojun Jia, Yong Zhang, Baoyuan Wu, Ke Ma, Jue Wang, Xiaochun Cao",
"additional_data": false,
"number_forward_passes": 1,
"dataset": "cifar100",
"venue": "arXiv, Mar 2022",
"architecture": "WideResNet-34-10",
"eps": "8/255",
"clean_acc": "64.89",
"reported": "30.77",
"autoattack_acc": "30.77",
"footnote": "",
"unreliable": false
}
16 changes: 16 additions & 0 deletions model_info/cifar100/Linf/Jia2022LAS-AT_34_20.json
Original file line number Diff line number Diff line change
@@ -0,0 +1,16 @@
{
"link": "https://arxiv.org/abs/2203.06616",
"name": "LAS-AT: Adversarial Training with Learnable Attack Strategy",
"authors": "Xiaojun Jia, Yong Zhang, Baoyuan Wu, Ke Ma, Jue Wang, Xiaochun Cao",
"additional_data": false,
"number_forward_passes": 1,
"dataset": "cifar100",
"venue": "arXiv, Mar 2022",
"architecture": "WideResNet-34-20",
"eps": "8/255",
"clean_acc": "67.31",
"reported": "31.91",
"autoattack_acc": "31.91",
"footnote": "",
"unreliable": false
}
10 changes: 9 additions & 1 deletion robustbench/model_zoo/cifar10.py
Original file line number Diff line number Diff line change
Expand Up @@ -708,6 +708,14 @@ def forward(self, x):
'model': rebuffi_sodef,
'gdrive_id': '1-HjG9f7wJDnNRdMQSiz8dlCI3sq5mfqj',
}),
('Jia2022LAS-AT_34_10', {
'model': lambda: WideResNet(depth=34, widen_factor=10),
'gdrive_id': '1-3l7xKhIPyes3O4QSz0HU6L-hfOoS0xD',
}),
('Jia2022LAS-AT_70_16', {
'model': lambda: WideResNet(depth=70, widen_factor=16),
'gdrive_id': '1-4p-Gr0hjl8wq6qvvTza4x4a5Rmu-Bfr',
}),
('Pang2022Robustness_WRN28_10', {
'model':
lambda: DMWideResNet(num_classes=10,
Expand All @@ -727,7 +735,7 @@ def forward(self, x):
mean=CIFAR10_MEAN,
std=CIFAR10_STD),
'gdrive_id': '1uQZYUuUiL9BzaQUeXLhjr_RhoyFRrHe3'
})
}),
])

l2 = OrderedDict([
Expand Down
16 changes: 13 additions & 3 deletions robustbench/model_zoo/cifar100.py
Original file line number Diff line number Diff line change
Expand Up @@ -321,7 +321,7 @@ def forward(self, x):
('Addepalli2021Towards_WRN34', {
'model':
lambda: WideResNet(num_classes=100, depth=34, sub_block1=True),
'gdrive_id': '1-9GAld_105-jWBLXL73btmfOCwAqvz7Y'
'gdrive_id': '1-9GAld_105-jWBLXL73btmfOCwAqvz7Y',
}),
('Chen2021LTD_WRN34_10', {
'model':
Expand Down Expand Up @@ -349,8 +349,18 @@ def forward(self, x):
mean=CIFAR100_MEAN,
std=CIFAR100_STD),
'gdrive_id':
"1F3kn8KIdBVls8QuTWc3BbB83htkQeVQD"
})
"1F3kn8KIdBVls8QuTWc3BbB83htkQeVQD",
}),
('Jia2022LAS-AT_34_10', {
'model': lambda: WideResNet(depth=34, widen_factor=10,
num_classes=100, sub_block1=True),
'gdrive_id': '1-338K2PUf5FTwk4cbUUeTNz247GrXaMG',
}),
('Jia2022LAS-AT_34_20', {
'model': lambda: WideResNet(depth=34, widen_factor=20,
num_classes=100),
'gdrive_id': '1WhRq01Yl1v8O3skkrGUBuySlptidc5a6',
}),
])

common_corruptions = OrderedDict([
Expand Down