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Merge pull request #20 from normster/patch-1
Update README.md
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‎README.md‎

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@@ -27,6 +27,32 @@ Other backbones can obtain better results. For example, a vanilla ResNeXt-101 ha
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Submit a pull request if you beat the state-of-the-art on ImageNet-C.
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## AlexNet ImageNet-C Error
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Use these values to normalize raw corruption error to calculate mCE:
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| Corruption | Average | Severity 1 | Severity 2 | Severity 3 | Severity 4 | Severity 5 |
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|------------------|------------|------------|------------|------------|------------|------------|
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| Gaussian Noise | 0.886428 | 0.69528 | 0.82542 | 0.93554 | 0.98138 | 0.99452 |
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| Shot Noise | 0.894468 | 0.71224 | 0.85108 | 0.93574 | 0.98182 | 0.99146 |
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| Impulse Noise | 0.922640 | 0.78374 | 0.89808 | 0.94870 | 0.98720 | 0.99548 |
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| Defocus Blur | 0.819880 | 0.65624 | 0.73202 | 0.85036 | 0.91364 | 0.94714 |
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| Glass Blur | 0.826268 | 0.64308 | 0.75054 | 0.88806 | 0.91622 | 0.93344 |
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| Motion Blur | 0.785948 | 0.58430 | 0.70048 | 0.82108 | 0.89750 | 0.92638 |
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| Zoom Blur | 0.798360 | 0.70008 | 0.76992 | 0.80784 | 0.84198 | 0.87198 |
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| Snow | 0.866816 | 0.71726 | 0.88392 | 0.86468 | 0.91870 | 0.94952 |
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| Frost | 0.826572 | 0.61390 | 0.79734 | 0.88790 | 0.89942 | 0.93430 |
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| Fog | 0.819324 | 0.67474 | 0.76050 | 0.84378 | 0.87260 | 0.94500 |
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| Brightness | 0.564592 | 0.45140 | 0.48502 | 0.54048 | 0.62166 | 0.72440 |
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| Contrast | 0.853204 | 0.64548 | 0.76150 | 0.88874 | 0.97760 | 0.99270 |
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| Elastic | 0.646056 | 0.52596 | 0.70116 | 0.55686 | 0.64076 | 0.80554 |
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| Pixelate | 0.717840 | 0.52218 | 0.54620 | 0.73728 | 0.87092 | 0.91262 |
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| JPEG Compression | 0.606500 | 0.51002 | 0.54718 | 0.57294 | 0.65458 | 0.74778 |
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| Speckle Noise | 0.845388 | 0.66192 | 0.74440 | 0.90246 | 0.94548 | 0.97268 |
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| Gaussian Blur | 0.787108 | 0.54732 | 0.70444 | 0.82574 | 0.89864 | 0.95940 |
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| Spatter | 0.717512 | 0.47196 | 0.62194 | 0.75052 | 0.84132 | 0.90182 |
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| Saturate | 0.658248 | 0.59342 | 0.65514 | 0.51174 | 0.70834 | 0.82260 |
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## ImageNet-P
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<img align="center" src="assets/translate.gif" width="224"> <img align="center" src="assets/tilt.gif" width="224"> <img align="center" src="assets/spatter.gif" width="224">

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