Update README.md

Nonbiuld · Jul 8, 2021 · fd4c146 · fd4c146
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Showing 1 changed file with 5 additions and 5 deletions.
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@@ -315,16 +315,16 @@ Robust accuracy against each attack and elapsed time on the first 50 images of C
 
 |  **Attack**  |     **Package**     |     Standard |     [Wong2020Fast](https://arxiv.org/abs/2001.03994) |     [Rice2020Overfitting](https://arxiv.org/abs/2002.11569) |     **Remark**     |
 | :----------------: | :-----------------: | -------------------------------------------: | -------------------------------------------: | ---------------------------------------------: | :----------------: |
-|      **FGSM (Linf)**      |    Torchattacks     | 34% (54ms) |                                     48% (5ms) |                                    62% (82ms) |                    |
-|  | Foolbox<sup>*</sup> | 34% (15ms) |                                     48% (8ms) |                      62% (30ms) |                    |
+|      **FGSM**<br />(Linf)      |    Torchattacks     | 34% (54ms) |                                 **48% (5ms)** |                                    62% (82ms) |                    |
+|  | **Foolbox<sup>*</sup>** | **34% (15ms)** |                                     48% (8ms) |                  **62% (30ms)** |                    |
 |                    |         ART         | 34% (214ms) |                                     48% (59ms) |                                   62% (768ms) |                    |
-|     **PGD (Linf)** |    Torchattacks     | 0% (174ms) |                                   44% (52ms) |                58% (1348ms) | :crown: **Fastest** |
+| **PGD**<br />(Linf) |    **Torchattacks** | **0% (174ms)** |                               **44% (52ms)** |            **58% (1348ms)** | :crown: **Fastest** |
 |                    | Foolbox<sup>*</sup> | 0% (354ms) |                                  44% (56ms) |              58% (1856ms) |                    |
 |                    |         ART         | 0% (1384 ms) |                                   44% (437ms) |                58% (4704ms) |                    |
-| **CW<sup>†</sup> (L2)** |    Torchattacks     | 0% / 0.40<br /> (2596ms) |                    14% / 0.61 <br />(3795ms) | 22% / 0.56<br />(43484ms) | :crown: **Highest Success Rate** <br /> :crown: **Fastest** |
+| **CW<sup>†</sup>**<br />(L2) |    **Torchattacks** | **0% / 0.40<br /> (2596ms)** |                **14% / 0.61 <br />(3795ms)** | **22% / 0.56<br />(43484ms)** | :crown: **Highest Success Rate** <br /> :crown: **Fastest** |
 |                    | Foolbox<sup>*</sup> | 0% / 0.40<br /> (2668ms) |                   32% / 0.41 <br />(3928ms) |                34% / 0.43<br />(44418ms) |  |
 |                    |         ART         | 0% / 0.59<br /> (196738ms) |                 24% / 0.70 <br />(66067ms) | 26% / 0.65<br />(694972ms) |  |
-| **PGD (L2)** |    Torchattacks     | 0% / 0.41 (184ms) |                      68% / 0.5<br /> (52ms) |                      70% / 0.5<br />(1377ms) | :crown: **Fastest** |
+| **PGD**<br />(L2) |    **Torchattacks** | **0% / 0.41 (184ms)** |                  **68% / 0.5<br /> (52ms)** |                  **70% / 0.5<br />(1377ms)** | :crown: **Fastest** |
 |                    | Foolbox<sup>*</sup> | 0% / 0.41 (396ms) |                       68% / 0.5<br /> (57ms) |                     70% / 0.5<br /> (1968ms) |                    |
 |                    |         ART         | 0% / 0.40 (1364ms) |                       68% / 0.5<br /> (429ms) | 70% / 0.5<br /> (4777ms) |                           |