List your company
ResearchFormerly WizWand

3D Point Cloud Classification on ModelNet40 (test) - Adversarial Robustness

0Attack Success RateLPC
-4235077Mar 29, 2022
Updated 6mo ago

Evaluation results

MethodLinks
LPCAttack Method=FGSM [11], Backbone=VGG162022.030—
LPCAttack Method=JGBA [31], Backbone=VGG162022.030—
LPCAttack Method=FGSM [11], Backbone=ResNet502022.030—
LPCAttack Method=JGBA [31], Backbone=ResNet502022.030—
LPCAttack Method=FGSM [11], Backbone=EfficientNet2022.030—
LPCAttack Method=JGBA [31], Backbone=EfficientNet2022.030—
PointNetAttack Method=Perturbation [62], Defense Method=DUP-Net [75]2022.030.095—
PointNetAttack Method=Add [62], Defense Method=DUP-Net [75]2022.030.095—
PointNetAttack Method=Perturbation [62], Defense Method=IF-Defense [60]2022.030.095—
PointNetAttack Method=Add [62], Defense Method=IF-Defense [60]2022.030.095—
LPCAttack Method=Add [62], Backbone=ResNet502022.030.19—
LPCAttack Method=Add [62], Backbone=EfficientNet2022.030.19—
LPCAttack Method=Perturbation [62], Backbone=ResNet502022.030.37—
LPCAttack Method=Perturbation [62], Backbone=EfficientNet2022.030.38—
LPCAttack Method=Perturbation [62], Backbone=VGG162022.030.56—
LPCAttack Method=Add [62], Backbone=VGG162022.030.56—
LPCAttack Method=Object [62], Backbone=EfficientNet2022.030.75—
LPCAttack Type=LG-GAN [74], Backbone=ResNet2022.030.876.7
LPCAttack Method=Object [62], Backbone=VGG162022.030.93—
LPCAttack Method=Cluster [62], Backbone=ResNet502022.030.93—
PointNetAttack Method=Object [62], Defense Method=DUP-Net [75]2022.031.02—
PointNetAttack Method=Object [62], Defense Method=IF-Defense [60]2022.031.11—
LPCAttack Method=Cluster [62], Backbone=VGG162022.031.11—
LPCAttack Method=Object [62], Backbone=ResNet502022.031.11—
LPCAttack Method=Cluster [62], Backbone=EfficientNet2022.031.21—
RPLAttack Type=LG-GAN [74]2022.032.656.8
PointNetAttack Method=Add [62], Defense Method=RPL [12]2022.033.33—
PointNetAttack Method=Perturbation [62], Defense Method=RPL [12]2022.033.95—
PointNetAttack Method=Cluster [62], Defense Method=IF-Defense [60]2022.036.3—
PointNetAttack Method=Cluster [62], Defense Method=DUP-Net [75]2022.036.76—
IF-DefenseAttack Type=LG-GAN [74]2022.0310.437.2
DUP-NetAttack Type=LG-GAN [74]2022.0313.931.6
PointNetAttack Method=Cluster [62], Defense Method=RPL [12]2022.0317.04—
PointNetAttack Method=FGSM [11], Defense Method=DUP-Net [75]2022.0330.77—
PointNetAttack Method=FGSM [11]2022.0348.99—
PointNetAttack Method=FGSM [11], Defense Method=IF-Defense [60]2022.0355.78—
PointNetAttack Method=Object [62], Defense Method=RPL [12]2022.0374.07—
PointNetAttack Method=JGBA [31], Defense Method=IF-Defense [60]2022.0393.85—
PointNetAttack Type=LG-GAN [74]2022.03970.6
PointNetAttack Method=Cluster [62]2022.0398.34—
PointNetAttack Method=Object [62]2022.0398.43—
PointNetAttack Method=JGBA [31], Defense Method=DUP-Net [75]2022.0398.73—
PointNetAttack Method=Add [62]2022.0399.72—
PointNetAttack Method=FGSM [11], Defense Method=RPL [12]2022.0399.95—
PointNetAttack Method=JGBA [31]2022.03100—
PointNetAttack Method=Perturbation [62]2022.03100—
PointNetAttack Method=JGBA [31], Defense Method=RPL [12]2022.03100—
APCVictim Model=PointNet2026.04—86.4
APCVictim Model=PointNet++2026.04—87.6
APCVictim Model=DGCNN2026.04—86.9
ATVictim Model=PointNet2026.04—85.1
ATVictim Model=PointNet++2026.04—87
ATVictim Model=DGCNN2026.04—87.3
CausalPCVictim Model=PointNet2026.04—84.4
CausalPCVictim Model=DGCNN2026.04—84.4
DUP-NetVictim Model=PointNet2026.04—82.4
DUP-NetVictim Model=PointNet++2026.04—88
DUP-NetVictim Model=DGCNN2026.04—52.3
HTVictim Model=PointNet2026.04—84.3
HTVictim Model=PointNet++2026.04—87.1
HTVictim Model=DGCNN2026.04—78.4
IF-DefenseVictim Model=PointNet2026.04—84.2
IF-DefenseVictim Model=PointNet++2026.04—86.9
IF-DefenseVictim Model=DGCNN2026.04—87.1
No DefenseVictim Model=PointNet2026.04—0
No DefenseVictim Model=PointNet++2026.04—84.4
No DefenseVictim Model=DGCNN2026.04—6.7
SORVictim Model=PointNet2026.04—80.9
SORVictim Model=PointNet++2026.04—88
SORVictim Model=DGCNN2026.04—87.2
SRSVictim Model=PointNet2026.04—81.5
SRSVictim Model=PointNet++2026.04—86.9
SRSVictim Model=DGCNN2026.04—80.9