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3D Adversarial Attack on ModelNet40

100ASR

FGSM

Updated 14d ago

Evaluation Results

Method
FGSM 2024.11	100	0.1853	0.1326	0.7936
FGSM 2024.11	100	0.2275	0.1682	0.8357
FGSM 2024.11	100	0.2506	0.189	0.8549
PGD 2024.11	100	0.1322	0.1329	0.7384
PGD 2024.11	100	0.1623	0.1138	0.7596
PGD 2024.11	100	0.1546	0.1421	0.7756
AdvPC 2024.11	100	0.0343	0.0697	0.6509
AdvPC 2024.11	100	0.0429	0.0685	0.675
AdvPC 2024.11	100	0.0148	0.0623	0.6304
3D-ADVp 2024.11	100	0.0105	0.0003	0.5506
3D-ADVp 2024.11	100	0.0381	0.0005	0.5699
3D-ADVp 2024.11	100	0.0475	0.0005	0.5767
LG-GAN 2024.11	100	0.0362	0.0347	0.7184
LG-GAN 2024.11	100	0.0407	0.0238	0.6896
LG-GAN 2024.11	100	0.0348	0.0119	0.8527
GeoA3 2024.11	100	0.0175	0.0064	0.6621
GeoA3 2024.11	100	0.0357	0.0198	0.6909
GeoA3 2024.11	100	0.0402	0.0176	0.7024
SI-Advw 2024.11	100	0.0204	0.0002	0.7614
SI-Advw 2024.11	100	0.031	0.0004	1.283
SI-Advw 2024.11	100	0.0127	0.0006	1.112
HIT-Adv 2024.11	100	0.0271	0.0039	0.8519
HIT-Adv 2024.11	100	0.0321	0.0052	0.9124
HIT-Adv 2024.11	100	0.0245	0.0048	0.8876
NoPain 2024.11	100	0.0152	0.0022	0.7015
NoPain 2024.11	100	0.0284	0.0035	0.8241
NoPain 2024.11	100	0.0189	0.0028	0.7356
CoSA 2024.11	100	0.0107	0.0017	0.6816
CoSA 2024.11	100	0.0255	0.0026	0.7892
CoSA 2024.11	100	0.0114	0.0019	0.7022
SI-Advb 2024.11	100	0.0431	0.0003	0.9351
SI-Advb 2024.11	100	0.0444	0.0003	1.0857
SI-Advb 2024.11	100	0.0336	0.0004	0.9081
3DHacker 2024.11	100	0.0136	0.0017	0.8561
3DHacker 2024.11	100	0.0245	0.0023	0.9324
3DHacker 2024.11	100	0.0129	0.0026	0.903
Ours 2024.11	100	0.0123	0.0011	0.8112
Ours 2024.11	100	0.0209	0.0015	0.8871
Ours 2024.11	100	0.0125	0.0024	0.7568
FGSM 2024.11	100	0.1769	0.1318	0.7852
FGSM 2024.11	100	0.2014	0.1688	0.8247
FGSM 2024.11	100	0.2291	0.1806	0.8325
PGD 2024.11	100	0.1246	0.1159	0.7231
PGD 2024.11	100	0.1428	0.1235	0.698
PGD 2024.11	100	0.1307	0.1316	0.7432
AdvPC 2024.11	100	0.0276	0.0623	0.6431
AdvPC 2024.11	100	0.0395	0.0697	0.6428
AdvPC 2024.11	100	0.0259	0.0647	0.653
3D-ADVp 2024.11	100	0.0039	0.0003	0.5071
3D-ADVp 2024.11	100	0.0348	0.0007	0.5325
3D-ADVp 2024.11	100	0.0446	0.0005	0.5612
LG-GAN 2024.11	100	0.0358	0.0314	0.7022
LG-GAN 2024.11	100	0.0367	0.0201	0.6639
LG-GAN 2024.11	100	0.0315	0.0107	0.8143
GeoA3 2024.11	100	0.0159	0.0058	0.6341
GeoA3 2024.11	100	0.0285	0.0173	0.7172
GeoA3 2024.11	100	0.0396	0.0184	0.6833
SI-Advw 2024.11	100	0.0097	0.0004	0.692
SI-Advw 2024.11	100	0.0256	0.0014	2.1522
SI-Advw 2024.11	100	0.0199	0.0006	0.9803
HIT-Adv 2024.11	100	0.0142	0.0042	0.8415
HIT-Adv 2024.11	100	0.0289	0.0062	0.9541
HIT-Adv 2024.11	100	0.0233	0.0051	0.9214
NoPain 2024.11	100	0.0084	0.0018	0.7236
NoPain 2024.11	100	0.0212	0.0028	0.8152
NoPain 2024.11	100	0.0155	0.0022	0.8041
CoSA 2024.11	100	0.0052	0.0012	0.6582
CoSA 2024.11	100	0.0185	0.0021	0.7514
CoSA 2024.11	100	0.0122	0.0018	0.7135
SI-Advb 2024.11	100	0.0449	0.0004	1.3386
SI-Advb 2024.11	100	0.0469	0.001	1.8754
SI-Advb 2024.11	100	0.0453	0.0004	1.4336
3DHacker 2024.11	100	0.0046	0.0014	0.9444
3DHacker 2024.11	100	0.0136	0.0029	1.615
3DHacker 2024.11	100	0.0125	0.0022	1.2332
Ours 2024.11	100	0.0037	0.0012	0.8579
Ours 2024.11	100	0.0112	0.0021	1.4286
Ours 2024.11	100	0.0103	0.0015	1.2171