|
ViT-8/B-224
|
An Image is Worth 16x16 Words: Transformers for I…
|
450.00
|
2020-10-22
|
|
|
VOLO-D5
|
VOLO: Vision Outlooker for Visual Recognition
|
57.20
|
2021-06-24
|
|
|
ConvNeXt-B
|
A ConvNet for the 2020s
|
53.50
|
2022-01-10
|
|
|
ResNeXt-101 32x16d
|
Aggregated Residual Transformations for Deep Neur…
|
51.70
|
2016-11-16
|
|
|
EfficientNet-B8 (advprop+autoaug)
|
Adversarial Examples Improve Image Recognition
|
50.50
|
2019-11-21
|
|
|
EfficientNet-B7 (advprop+autoaug)
|
Adversarial Examples Improve Image Recognition
|
49.70
|
2019-11-21
|
|
|
EfficientNet-B6 (advprop+autoaug)
|
Adversarial Examples Improve Image Recognition
|
49.60
|
2019-11-21
|
|
|
EfficientNet-B5 (advprop+autoaug)
|
Adversarial Examples Improve Image Recognition
|
49.10
|
2019-11-21
|
|
|
ViT-16/L-224
|
An Image is Worth 16x16 Words: Transformers for I…
|
49.00
|
2020-10-22
|
|
|
ResNet-50 (gn)
|
ResNet strikes back: An improved training procedu…
|
48.90
|
2021-10-01
|
|
|
EfficientNet-B4 (advprop+autoaug)
|
Adversarial Examples Improve Image Recognition
|
48.10
|
2019-11-21
|
|
|
ResNet-152
|
Deep Residual Learning for Image Recognition
|
47.50
|
2015-12-10
|
|
|
ResNet-101
|
Deep Residual Learning for Image Recognition
|
46.30
|
2015-12-10
|
|
|
EfficientNet-B3 (advprop+autoaug)
|
Adversarial Examples Improve Image Recognition
|
45.50
|
2019-11-21
|
|
|
EfficientNet-B7 (randaug)
|
RandAugment: Practical automated data augmentatio…
|
45.00
|
2019-09-30
|
|
|
EfficientNet-B2 (advprop+autoaug)
|
Adversarial Examples Improve Image Recognition
|
44.30
|
2019-11-21
|
|
|
ResNet-50
|
Deep Residual Learning for Image Recognition
|
42.90
|
2015-12-10
|
|
|
EfficientNet-B5
|
EfficientNet: Rethinking Model Scaling for Convol…
|
42.80
|
2019-05-28
|
|
|
EfficientNet-B3 (autoaug)
|
AutoAugment: Learning Augmentation Policies from …
|
42.60
|
2018-05-24
|
|
|
EfficientNet-B1 (advprop+autoaug)
|
Adversarial Examples Improve Image Recognition
|
42.40
|
2019-11-21
|
|
|
ResNet-50 (augmix)
|
AugMix: A Simple Data Processing Method to Improv…
|
42.20
|
2019-12-05
|
|
|
EfficientNet-B5 (randaug)
|
RandAugment: Practical automated data augmentatio…
|
42.10
|
2019-09-30
|
|
|
ResNet-101 (lpf3)
|
Making Convolutional Networks Shift-Invariant Aga…
|
41.70
|
2019-04-25
|
|
|
EfficientNet-B4
|
EfficientNet: Rethinking Model Scaling for Convol…
|
41.70
|
2019-05-28
|
|
|
EfficientNet-B2 (autoaug)
|
AutoAugment: Learning Augmentation Policies from …
|
41.60
|
2018-05-24
|
|
|
ResNet-50 (lpf5)
|
Making Convolutional Networks Shift-Invariant Aga…
|
41.50
|
2019-04-25
|
|
|
ResNet-50 (deepaugment)
|
The Many Faces of Robustness: A Critical Analysis…
|
41.30
|
2020-06-29
|
|
|
ResNet-101 (lpf2)
|
Making Convolutional Networks Shift-Invariant Aga…
|
41.10
|
2019-04-25
|
|
|
ResNet-101 (lpf5)
|
Making Convolutional Networks Shift-Invariant Aga…
|
41.00
|
2019-04-25
|
|
|
EfficientNet-B3
|
EfficientNet: Rethinking Model Scaling for Convol…
|
40.70
|
2019-05-28
|
|
|
EfficientNet-B0 (advprop+autoaug)
|
Adversarial Examples Improve Image Recognition
|
40.50
|
2019-11-21
|
|
|
ResNet-50 (deepaugment+augmix)
|
The Many Faces of Robustness: A Critical Analysis…
|
40.30
|
2020-06-29
|
|
|
ResNet-50 (lpf2)
|
Making Convolutional Networks Shift-Invariant Aga…
|
40.30
|
2019-04-25
|
|
|
ResNet-50 (lpf3)
|
Making Convolutional Networks Shift-Invariant Aga…
|
40.00
|
2019-04-25
|
|
|
ResNet-26-D
|
Bag of Tricks for Image Classification with Convo…
|
39.70
|
2018-12-04
|
|
|
EfficientNet-B1 (autoaug)
|
AutoAugment: Learning Augmentation Policies from …
|
39.70
|
2018-05-24
|
|
|
ResNet-50 (SIN_IN_IN)
|
ImageNet-trained CNNs are biased towards texture;…
|
39.20
|
2018-11-29
|
|
|
ResNet-50 (IN-C)
|
Measuring Robustness to Natural Distribution Shif…
|
38.80
|
2020-07-01
|
|
|
ResNet-50 (IN-C_brightness)
|
Measuring Robustness to Natural Distribution Shif…
|
38.80
|
2020-07-01
|
|
|
DenseNet121 (lpf5)
|
Making Convolutional Networks Shift-Invariant Aga…
|
38.70
|
2019-04-25
|
|
|
ResNet-34 (lpf2)
|
Making Convolutional Networks Shift-Invariant Aga…
|
38.30
|
2019-04-25
|
|
|
DenseNet-121 (lpf3)
|
Making Convolutional Networks Shift-Invariant Aga…
|
38.30
|
2019-04-25
|
|
|
ResNet-34 (lpf3)
|
Making Convolutional Networks Shift-Invariant Aga…
|
38.30
|
2019-04-25
|
|
|
DenseNet-121 (lpf2)
|
Making Convolutional Networks Shift-Invariant Aga…
|
38.30
|
2019-04-25
|
|
|
ResNet-50 (IN-C_spatter)
|
Measuring Robustness to Natural Distribution Shif…
|
38.30
|
2020-07-01
|
|
|
ResNet-50 (SIN_IN)
|
ImageNet-trained CNNs are biased towards texture;…
|
38.20
|
2018-11-29
|
|
|
ResNet-50 (IN-C_saturate)
|
Measuring Robustness to Natural Distribution Shif…
|
38.20
|
2020-07-01
|
|
|
EfficientNet-B2
|
EfficientNet: Rethinking Model Scaling for Convol…
|
38.10
|
2019-05-28
|
|
|
ResNet-50 (IN-C_pixelate)
|
Measuring Robustness to Natural Distribution Shif…
|
37.40
|
2020-07-01
|
|
|
VGG-16 BN (lpf2)
|
Making Convolutional Networks Shift-Invariant Aga…
|
37.20
|
2019-04-25
|
|
|
ResNet-34 (lpf5)
|
Making Convolutional Networks Shift-Invariant Aga…
|
37.20
|
2019-04-25
|
|
|
VGG-16 BN (lpf5)
|
Making Convolutional Networks Shift-Invariant Aga…
|
37.00
|
2019-04-25
|
|
|
VGG-16 BN (lpf3)
|
Making Convolutional Networks Shift-Invariant Aga…
|
36.90
|
2019-04-25
|
|
|
VGG-16 BN
|
Very Deep Convolutional Networks for Large-Scale …
|
36.70
|
2014-09-04
|
|
|
EfficientNet-B1
|
EfficientNet: Rethinking Model Scaling for Convol…
|
36.70
|
2019-05-28
|
|
|
ResNet-50 (IN-C_jpeg_compression)
|
Measuring Robustness to Natural Distribution Shif…
|
36.50
|
2020-07-01
|
|
|
ResNet-50 (IN-C_contrast)
|
Measuring Robustness to Natural Distribution Shif…
|
36.50
|
2020-07-01
|
|
|
ResNet-50 (IN-C_gaussian_noise)
|
Measuring Robustness to Natural Distribution Shif…
|
36.40
|
2020-07-01
|
|
|
VGG-19 BN
|
Very Deep Convolutional Networks for Large-Scale …
|
36.20
|
2014-09-04
|
|
|
ResNet-50 (IN-C_frost)
|
Measuring Robustness to Natural Distribution Shif…
|
36.10
|
2020-07-01
|
|
|
MobileNetV2 (lpf3)
|
Making Convolutional Networks Shift-Invariant Aga…
|
36.00
|
2019-04-25
|
|
|
ResNet-50 (IN-C_fog_aws)
|
Measuring Robustness to Natural Distribution Shif…
|
35.90
|
2020-07-01
|
|
|
MobileNetV2 (lpf5)
|
Making Convolutional Networks Shift-Invariant Aga…
|
35.80
|
2019-04-25
|
|
|
ResNet-50 (IN-C_motion_blur)
|
Measuring Robustness to Natural Distribution Shif…
|
35.70
|
2020-07-01
|
|
|
ResNet-18 (lpf3)
|
Making Convolutional Networks Shift-Invariant Aga…
|
35.60
|
2019-04-25
|
|
|
MobileNetV2 (lpf2)
|
Making Convolutional Networks Shift-Invariant Aga…
|
35.50
|
2019-04-25
|
|
|
ResNet-18 (lpf2)
|
Making Convolutional Networks Shift-Invariant Aga…
|
35.50
|
2019-04-25
|
|
|
VGG-16 (lpf3)
|
Making Convolutional Networks Shift-Invariant Aga…
|
35.10
|
2019-04-25
|
|
|
EfficientNet-B0 (autoaug)
|
AutoAugment: Learning Augmentation Policies from …
|
34.90
|
2018-05-24
|
|
|
VGG-19
|
Very Deep Convolutional Networks for Large-Scale …
|
34.70
|
2014-09-04
|
|
|
VGG-16
|
Very Deep Convolutional Networks for Large-Scale …
|
34.70
|
2014-09-04
|
|
|
ResNet-18 (lpf5)
|
Making Convolutional Networks Shift-Invariant Aga…
|
34.70
|
2019-04-25
|
|
|
VGG-16 (lpf5)
|
Making Convolutional Networks Shift-Invariant Aga…
|
34.50
|
2019-04-25
|
|
|
EfficientNet-B0
|
EfficientNet: Rethinking Model Scaling for Convol…
|
34.20
|
2019-05-28
|
|
|
VGG-13 BN
|
Very Deep Convolutional Networks for Large-Scale …
|
33.70
|
2014-09-04
|
|
|
VGG-16 (lpf2)
|
Making Convolutional Networks Shift-Invariant Aga…
|
33.50
|
2019-04-25
|
|
|
VGG-11 BN
|
Very Deep Convolutional Networks for Large-Scale …
|
32.90
|
2014-09-04
|
|
|
ResNet-50 (IN-C_zoom_blur)
|
Measuring Robustness to Natural Distribution Shif…
|
32.70
|
2020-07-01
|
|
|
VGG-13
|
Very Deep Convolutional Networks for Large-Scale …
|
32.40
|
2014-09-04
|
|
|
VGG-11
|
Very Deep Convolutional Networks for Large-Scale …
|
31.50
|
2014-09-04
|
|
|
ResNet-50 (IN-C_greyscale)
|
Measuring Robustness to Natural Distribution Shif…
|
30.20
|
2020-07-01
|
|
|
ResNet-50 (adv-train-free)
|
Adversarial Training for Free!
|
26.70
|
2019-04-29
|
|
|
ResNet-50 (SIN)
|
ImageNet-trained CNNs are biased towards texture;…
|
25.30
|
2018-11-29
|
|
|
AlexNet (lpf3)
|
Making Convolutional Networks Shift-Invariant Aga…
|
23.10
|
2019-04-25
|
|
|
AlexNet (lpf2)
|
Making Convolutional Networks Shift-Invariant Aga…
|
22.80
|
2019-04-25
|
|
|
AlexNet (lpf5)
|
Making Convolutional Networks Shift-Invariant Aga…
|
22.70
|
2019-04-25
|
|