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ResearchFormerly WizWand

3D Point Cloud Classification on ScanNet (test)

100Attack Success RatePointNet
-4235077Mar 29, 2022
Updated 8mo ago

Evaluation results

MethodLinks
PointNetAttack Method=JGBA [31]2022.03100——
PointNetAttack Method=Perturbation [62]2022.03100——
PointNetAttack Method=Add [62]2022.03100——
PointNetAttack Method=Cluster [62]2022.03100——
PointNetAttack Method=Object [62]2022.03100——
PointNetAttack Method=JGBA [31], Defense Method=RPL [12]2022.03100——
PointNetAttack Method=FGSM [11], Defense Method=RPL [12]2022.0397.76——
PointNetAttack Method=JGBA [31], Defense Method=DUP-Net [75]2022.0390.55——
PointNetAttack Method=Object [62], Defense Method=RPL [12]2022.0385.71——
PointNetAttack Method=JGBA [31], Defense Method=IF-Defense [60]2022.0383.21——
PointNetAttack Method=FGSM [11]2022.0346.03——
PointNetAttack Method=Cluster [62], Defense Method=RPL [12]2022.0340.87——
PointNetAttack Method=Cluster [62], Defense Method=DUP-Net [75]2022.0330.16——
PointNetAttack Method=Cluster [62], Defense Method=IF-Defense [60]2022.0323.81——
PointNetAttack Method=Add [62], Defense Method=RPL [12]2022.0318.65——
LPCAttack Method=Perturbation [62], Backbone=EfficientNet2022.0312.7——
PointNetAttack Method=FGSM [11], Defense Method=IF-Defense [60]2022.0311.28——
PointNetAttack Method=FGSM [11], Defense Method=DUP-Net [75]2022.0310.29——
LPCAttack Method=Cluster [62], Backbone=EfficientNet2022.039.92——
PointNetAttack Method=Object [62], Defense Method=IF-Defense [60]2022.037.54——
PointNetAttack Method=Object [62], Defense Method=DUP-Net [75]2022.037.14——
LPCAttack Method=Object [62], Backbone=EfficientNet2022.035.95——
PointNetAttack Method=Perturbation [62], Defense Method=DUP-Net [75]2022.033.17——
PointNetAttack Method=Perturbation [62], Defense Method=RPL [12]2022.033.03——
LPCAttack Method=Add [62], Backbone=EfficientNet2022.032.78——
PointNetAttack Method=Perturbation [62], Defense Method=IF-Defense [60]2022.032.38——
PointNetAttack Method=Add [62], Defense Method=IF-Defense [60]2022.032.38——
PointNetAttack Method=Add [62], Defense Method=DUP-Net [75]2022.031.98——
LPCAttack Method=FGSM [11], Backbone=EfficientNet2022.030——
LPCAttack Method=JGBA [31], Backbone=EfficientNet2022.030——
PointCNNInput Points=10242018.01—55.779.7
PointNetInput Points=10242018.01——76.1