Multi-label Classification on Pascal-VOC (test)
83.74Hamming ScoreNo Attack
Evaluation results
| Method | Links | ||
|---|---|---|---|
| No AttackTarget Model=Den1692022.09 | 83.74 | — | |
| No AttackTarget Model=VGG192022.09 | 83.18 | — | |
| No AttackTarget Model=Res1522022.09 | 83.12 | — | |
| No AttackTarget Model=Den1212022.09 | 83.07 | — | |
| No AttackTarget Model=Average2022.09 | 82.69 | — | |
| No AttackTarget Model=VGG162022.09 | 82.51 | — | |
| No AttackTarget Model=Res502022.09 | 80.52 | — | |
| GAPSource Model=VGG19, Target Model=Res1522022.09 | 76.24 | — | |
| GAPSource Model=Den169, Target Model=Den1692022.09 | 76.09 | — | |
| GAPSource Model=Res152, Target Model=Den1692022.09 | 75.22 | — | |
| GAPSource Model=VGG19, Target Model=Res502022.09 | 72.95 | — | |
| GAPSource Model=Den169, Target Model=Res1522022.09 | 72.81 | — | |
| GAPSource Model=Den169, Target Model=Den1212022.09 | 72.7 | — | |
| GAPSource Model=Res152, Target Model=Res1522022.09 | 72.26 | — | |
| TAPSource Model=Res152, Target Model=Den1692022.09 | 71.55 | — | |
| CDASource Model=VGG19, Target Model=Den1692022.09 | 70.33 | — | |
| CDASource Model=Den169, Target Model=Den1692022.09 | 69.6 | — | |
| GAPSource Model=Res152, Target Model=Den1212022.09 | 69.54 | — | |
| BIASource Model=VGG19, Target Model=Den1692022.09 | 69.44 | — | |
| BIASource Model=VGG19, Target Model=Res1522022.09 | 69.07 | — | |
| GAPSource Model=VGG19, Target Model=Den1692022.09 | 68.79 | — | |
| TAPSource Model=VGG19, Target Model=Den1692022.09 | 68.65 | — | |
| GAPSource Model=Den169, Target Model=Average2022.09 | 68.64 | — | |
| GAPSource Model=Den169, Target Model=Res502022.09 | 68.6 | — | |
| BIASource Model=Res152, Target Model=Den1692022.09 | 67.75 | — | |
| CDASource Model=Res152, Target Model=Den1692022.09 | 67.5 | — | |
| CDASource Model=Den169, Target Model=Den1212022.09 | 67.37 | — | |
| CDASource Model=Den169, Target Model=Res1522022.09 | 67.23 | — | |
| TAPSource Model=VGG19, Target Model=Res502022.09 | 66.95 | — | |
| TAPSource Model=VGG19, Target Model=Res1522022.09 | 66.95 | — | |
| GAPSource Model=VGG19, Target Model=Den1212022.09 | 66.5 | — | |
| GAPSource Model=Res152, Target Model=Average2022.09 | 65.95 | — | |
| CDASource Model=VGG19, Target Model=Res1522022.09 | 65.67 | — | |
| GAPSource Model=Res152, Target Model=Res502022.09 | 65.58 | — | |
| BIASource Model=VGG19, Target Model=Den1212022.09 | 64.71 | — | |
| TAPSource Model=Res152, Target Model=Den1212022.09 | 64.56 | — | |
| TAPSource Model=VGG19, Target Model=Den1212022.09 | 64.51 | — | |
| BIASource Model=VGG19, Target Model=Res502022.09 | 64.24 | — | |
| TAPSource Model=Den169, Target Model=Res1522022.09 | 63.42 | — | |
| BIASource Model=Den169, Target Model=Res1522022.09 | 63.33 | — | |
| CDASource Model=VGG19, Target Model=Den1212022.09 | 62.67 | — | |
| TAPSource Model=Den169, Target Model=Den1212022.09 | 62.57 | — | |
| GAPSource Model=Den169, Target Model=VGG162022.09 | 62.09 | — | |
| CDASource Model=Den169, Target Model=Average2022.09 | 61.64 | — | |
| CDASource Model=VGG19, Target Model=Res502022.09 | 61.4 | — | |
| BIASource Model=Res152, Target Model=Den1212022.09 | 61.05 | — | |
| CDASource Model=Res152, Target Model=Den1212022.09 | 59.65 | — | |
| CDASource Model=Den169, Target Model=Res502022.09 | 59.65 | — | |
| TAPSource Model=Res152, Target Model=Average2022.09 | 59.56 | — | |
| GAPSource Model=Den169, Target Model=VGG192022.09 | 59.55 | — | |
| TAPSource Model=Den169, Target Model=Average2022.09 | 58.97 | — | |
| BIASource Model=Den169, Target Model=Den1212022.09 | 58.85 | — | |
| TAPSource Model=Den169, Target Model=VGG192022.09 | 58.55 | — | |
| TAPSource Model=Den169, Target Model=VGG162022.09 | 58.48 | — | |
| TAPSource Model=Res152, Target Model=VGG192022.09 | 58.24 | — | |
| TAPSource Model=Den169, Target Model=Res502022.09 | 58.14 | — | |
| GAPSource Model=Res152, Target Model=VGG162022.09 | 56.93 | — | |
| TAPSource Model=Res152, Target Model=Res502022.09 | 56.52 | — | |
| GAPSource Model=Res152, Target Model=VGG192022.09 | 56.2 | — | |
| BIASource Model=Den169, Target Model=Res502022.09 | 56.15 | — | |
| BIASource Model=Den169, Target Model=Average2022.09 | 55.77 | — | |
| BIASource Model=Res152, Target Model=Average2022.09 | 54.35 | — | |
| BIASource Model=Den169, Target Model=Den1692022.09 | 54.01 | — | |
| CDASource Model=Res152, Target Model=Res502022.09 | 53.84 | — | |
| BIASource Model=Den169, Target Model=VGG192022.09 | 53.77 | — | |
| CDASource Model=Den169, Target Model=VGG192022.09 | 53.75 | — | |
| TAPSource Model=Res152, Target Model=Res1522022.09 | 53.61 | — | |
| GAPSource Model=VGG19, Target Model=Average2022.09 | 53.45 | — | |
| GAMASource Model=Den169, Target Model=Res1522022.09 | 53.25 | — | |
| GAMASource Model=VGG19, Target Model=Den1692022.09 | 53.11 | — | |
| TAPSource Model=Res152, Target Model=VGG162022.09 | 52.92 | — | |
| GAMASource Model=Den169, Target Model=VGG192022.09 | 52.89 | — | |
| CDASource Model=Res152, Target Model=Average2022.09 | 52.81 | — | |
| TAPSource Model=Den169, Target Model=Den1692022.09 | 52.66 | — | |
| CDASource Model=Den169, Target Model=VGG162022.09 | 52.28 | — | |
| BIASource Model=Res152, Target Model=Res502022.09 | 51.98 | — | |
| TAPSource Model=VGG19, Target Model=Average2022.09 | 51.84 | — | |
| CDASource Model=VGG19, Target Model=Average2022.09 | 51.12 | — | |
| GAMASource Model=Den169, Target Model=Den1212022.09 | 50.96 | — | |
| BIASource Model=Res152, Target Model=Res1522022.09 | 50.27 | — | |
| GAMASource Model=Res152, Target Model=Den1692022.09 | 49.76 | — | |
| BIASource Model=Res152, Target Model=VGG192022.09 | 49.74 | — | |
| GAMASource Model=Res152, Target Model=Den1212022.09 | 49.54 | — | |
| GAMASource Model=Den169, Target Model=Average2022.09 | 49.19 | — | |
| BIASource Model=VGG19, Target Model=Average2022.09 | 48.99 | — | |
| GAMASource Model=Den169, Target Model=Res502022.09 | 48.83 | — | |
| BIASource Model=Den169, Target Model=VGG162022.09 | 48.52 | — | |
| CDASource Model=Res152, Target Model=VGG192022.09 | 47.6 | — | |
| CDASource Model=Res152, Target Model=Res1522022.09 | 47.22 | — | |
| GAMASource Model=VGG19, Target Model=Res1522022.09 | 45.57 | — | |
| BIASource Model=Res152, Target Model=VGG162022.09 | 45.34 | — | |
| GAMASource Model=Den169, Target Model=Den1692022.09 | 45 | — | |
| GAMASource Model=VGG19, Target Model=Den1212022.09 | 44.58 | — | |
| GAMASource Model=Den169, Target Model=VGG162022.09 | 44.25 | — | |
| GAMASource Model=VGG19, Target Model=Res502022.09 | 41.17 | — | |
| CDASource Model=Res152, Target Model=VGG162022.09 | 41.07 | — | |
| GAMASource Model=Res152, Target Model=VGG192022.09 | 39.42 | — | |
| GAMASource Model=Res152, Target Model=Average2022.09 | 37.49 | — | |
| GAMASource Model=Res152, Target Model=VGG162022.09 | 33.42 | — | |
| GAMASource Model=VGG19, Target Model=Average2022.09 | 32.73 | — |