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Black-box Adversarial Attack on ModelNet40

0.991ASR

Ours

Updated 14d ago

Evaluation Results

Method
Ours 2024.11	0.991	0.0138	0.0012	0.8237
Ours 2024.11	0.982	0.007	0.0023	0.7459
Ours 2024.11	0.977	0.0027	0.0012	0.6549
3DHacker 2024.11	0.976	0.0066	0.0037	0.757
Ours 2024.11	0.973	0.0146	0.0015	0.8194
Ours 2024.11	0.973	0.0089	0.0024	1.0837
3DHacker 2024.11	0.972	0.0179	0.0016	0.8391
SI-Advb 2024.11	0.969	0.0426	0.0003	1.368
Ours 2024.11	0.964	0.0043	0.0015	0.7964
Ours 2024.11	0.962	0.0069	0.0017	0.797
3DHacker 2024.11	0.955	0.0028	0.0011	0.6744
3DHacker 2024.11	0.954	0.0182	0.0023	0.8328
SI-Advb 2024.11	0.952	0.0375	0.0009	3.1333
3DHacker 2024.11	0.952	0.0061	0.0017	0.829
Ours 2024.11	0.949	0.0083	0.0025	0.9594
Ours 2024.11	0.946	0.0029	0.0013	0.6841
SI-Advb 2024.11	0.944	0.0359	0.0005	1.964
Ours 2024.11	0.94	0.0114	0.0015	1.1563
Ours 2024.11	0.938	0.0109	0.0013	0.9262
3DHacker 2024.11	0.938	0.0136	0.0022	0.7261
SI-Advb 2024.11	0.936	0.042	0.0002	1.3844
3DHacker 2024.11	0.936	0.0083	0.0034	1.0873
Ours 2024.11	0.935	0.0136	0.0019	1.4893
Ours 2024.11	0.931	0.0063	0.0014	1.024
Ours 2024.11	0.925	0.0068	0.0015	1.0531
Ours 2024.11	0.921	0.0094	0.0028	1.1205
Ours 2024.11	0.912	0.0104	0.0015	0.9542
Ours 2024.11	0.912	0.0142	0.0021	1.5242
3DHacker 2024.11	0.912	0.0092	0.0042	0.9638
Ours 2024.11	0.905	0.0157	0.0016	0.8322
3DHacker 2024.11	0.904	0.01	0.0023	1.2486
SI-Advb 2024.11	0.897	0.042	0.0009	3.0193
Ours 2024.11	0.896	0.0125	0.0013	1.2392
Ours 2024.11	0.892	0.0131	0.0011	1.0857
Ours 2024.11	0.892	0.0125	0.0018	1.214
3DHacker 2024.11	0.892	0.0095	0.0023	1.1752
SI-Advb 2024.11	0.888	0.0351	0.0007	2.5402
Ours 2024.11	0.883	0.012	0.0025	1.0536
Ours 2024.11	0.883	0.0126	0.0008	0.8469
Ours 2024.11	0.881	0.0135	0.0012	1.0924
3DHacker 2024.11	0.881	0.0167	0.0031	1.8915
3DHacker 2024.11	0.879	0.0132	0.0017	1.3695
Ours 2024.11	0.874	0.0135	0.0015	1.2854
Ours 2024.11	0.86	0.0213	0.0021	1.0644
Ours 2024.11	0.857	0.0163	0.0025	0.7942
Ours 2024.11	0.854	0.0131	0.0028	1.0824
3DHacker 2024.11	0.854	0.0124	0.0031	1.2387
3DHacker 2024.11	0.854	0.0145	0.0019	1.4502
SI-Advb 2024.11	0.853	0.0478	0.0015	2.6436
SI-Advb 2024.11	0.848	0.039	0.0004	0.8537
Ours 2024.11	0.845	0.0205	0.0025	1.0931
3DHacker 2024.11	0.845	0.0146	0.0018	1.3519
Ours 2024.11	0.845	0.1437	0.0026	0.8231
3DHacker 2024.11	0.845	0.0151	0.0036	1.4257
3DHacker 2024.11	0.834	0.0186	0.0031	0.7558
Ours 2024.11	0.828	0.0239	0.0016	1.1348
3DHacker 2024.11	0.827	0.0218	0.0043	1.3759
3DHacker 2024.11	0.825	0.0157	0.0034	0.8598
SI-Advb 2024.11	0.824	0.049	0.0021	2.9834
Ours 2024.11	0.823	0.0254	0.0016	1.0542
3DHacker 2024.11	0.823	0.0185	0.0035	1.9542
SI-Advb 2024.11	0.821	0.0458	0.0012	2.7804
3DHacker 2024.11	0.821	0.0035	0.0014	0.7542
3DHacker 2024.11	0.817	0.0168	0.0042	1.5432
Ours 2024.11	0.814	0.0261	0.0018	1.0855
3DHacker 2024.11	0.804	0.0102	0.0042	1.2531
3DHacker 2024.11	0.802	0.0152	0.0019	1.421
SI-Advb 2024.11	0.802	0.0439	0.0014	2.7028
Ours 2024.11	0.796	0.0188	0.0024	1.1359
SI-Advb 2024.11	0.792	0.0392	0.0007	1.1759
SI-Advb 2024.11	0.789	0.0436	0.0025	1.3843
3DHacker 2024.11	0.785	0.0195	0.0033	1.1742
3DHacker 2024.11	0.785	0.0112	0.0031	1.325
3DHacker 2024.11	0.784	0.0112	0.0025	1.325
Ours 2024.11	0.782	0.0194	0.0026	1.1837
3DHacker 2024.11	0.774	0.0285	0.0032	1.4735
3DHacker 2024.11	0.768	0.0172	0.0036	1.2914
Ours 2024.11	0.765	0.0247	0.002	1.0236
3DHacker 2024.11	0.758	0.027	0.0029	1.3782
3DHacker 2024.11	0.756	0.0142	0.0034	1.3025
SI-Advb 2024.11	0.752	0.0358	0.0004	0.6992
SI-Advb 2024.11	0.736	0.0402	0.0005	1.1979
3DHacker 2024.11	0.725	0.0284	0.0032	1.4022
SI-Advb 2024.11	0.725	0.0485	0.0018	2.7104
SI-Advb 2024.11	0.724	0.0473	0.0014	2.7635
SI-Advb 2024.11	0.72	0.0341	0.0009	1.648
3DHacker 2024.11	0.718	0.0213	0.0031	1.4652
3DHacker 2024.11	0.713	0.0298	0.0031	1.281
SI-Advb 2024.11	0.712	0.04	0.0004	0.8598
SI-Advb 2024.11	0.712	0.04	0.0008	1.463
SI-Advb 2024.11	0.704	0.0462	0.0014	2.8105
SI-Advb 2024.11	0.702	0.0512	0.0024	3.1205
3DHacker 2024.11	0.701	0.0235	0.0045	1.4128
SI-Advb 2024.11	0.701	0.0473	0.0023	1.4538
3DHacker 2024.11	0.689	0.0225	0.0035	1.5204
SI-Advb 2024.11	0.688	0.0368	0.0006	0.9119
SI-Advb 2024.11	0.685	0.0452	0.0016	2.8231
SI-Advb 2024.11	0.684	0.0384	0.0006	2.1524
SI-Advb 2024.11	0.676	0.0501	0.0013	1.9193
SI-Advb 2024.11	0.658	0.0435	0.0013	2.9014

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