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Table 1 Perturbed performance comparisons of different attack types on the COCO validation set for HigherHRNet

From: Local imperceptible adversarial attacks against human pose estimation networks

 

AP

AP50

AP75

APM

APL

AR

AR50

AR75

ARM

ARL

Clean

0.671

0.862

0.730

0.615

0.761

0.718

0.885

0.768

0.651

0.814

BIM

0.499

0.706

0.538

0.411

0.627

0.543

0.723

0.579

0.441

0.684

PGD

0.463

0.723

0.494

0.395

0.568

0.541

0.770

0.573

0.454

0.661

C&W

0.651

0.842

0.710

0.578

0.760

0.695

0.865

0.742

0.610

0.815

Ours

0.605

0.802

0.658

0.516

0.739

0.653

0.826

0.696

0.552

0.796

  1. AP50 is the AP at IOU = 0.5, AP75 is the AP at IOU = 0.75, APM is the AP for medium objects, APL is the AP for large objects