Index

_

__init__() (ares.attack.autoattack.autoattack.AutoAttack method) (ares.attack.bim.BIM method) (ares.attack.boundary.BoundaryAttack method) (ares.attack.cw.CW method) (ares.attack.deepfool.DeepFool method) (ares.attack.detection.attacker.UniversalAttacker method) (ares.attack.detection.custom.coco_dataset.CocoDataset method) (ares.attack.detection.custom.coco_metric.CocoMetric method) (ares.attack.detection.custom.detector.CustomDetector method) (ares.attack.detection.custom.detector.DataPreprocessor method) (ares.attack.detection.custom.lr_scheduler.ALRS method) (ares.attack.detection.custom.lr_scheduler.CosineLR method) (ares.attack.detection.custom.lr_scheduler.ExponentialLR method) (ares.attack.detection.custom.lr_scheduler.MultiStepLR method) (ares.attack.detection.custom.lr_scheduler.PlateauLR method) (ares.attack.detection.custom.lr_scheduler.warmupALRS method) (ares.attack.detection.patch.patch_applier.PatchApplier method) (ares.attack.detection.patch.patch_transform.Compose method) (ares.attack.detection.patch.patch_transform.MedianPool2d method) (ares.attack.detection.patch.patch_transform.RandomJitter method) (ares.attack.detection.patch.patch_transform.ScalePatchesToBoxes method) (ares.attack.detection.trainer.Trainer method) (ares.attack.detection.utils.EnableLossCal method) (ares.attack.di_fgsm.DI2FGSM method) (ares.attack.evolutionary.Evolutionary method) (ares.attack.fgsm.FGSM method) (ares.attack.mim.MIM method) (ares.attack.nattack.Nattack method) (ares.attack.nes.NES method) (ares.attack.si_ni_fgsm.SI_NI_FGSM method) (ares.attack.spsa.SPSA method) (ares.attack.tim.TIFGSM method) (ares.attack.tta.TTA method) (ares.attack.vmi_fgsm.VMI_fgsm method) (ares.dataset.imagenet_dataset.ImageNetDataset method) (ares.defense.bit_depth_reduction.BitDepthReduction method) (ares.defense.jpeg_compression.Jpeg_compression method) (ares.defense.randomization.Randomization method) (ares.model.cifar10_cls.CifarCLS method) (ares.model.imagenet_cls.ImageNetCLS method) (ares.model.preact_resnet.PreActBlock method) (ares.model.preact_resnet.PreActBottleneck method) (ares.model.preact_resnet.PreActResNet method) (ares.model.resnet.ResNet method) (ares.model.vit_mae.VisionTransformer method) (ares.model.wideresnet.BasicBlock method) (ares.model.wideresnet.NetworkBlock method) (ares.model.wideresnet.WideResNet method) (ares.utils.adv.AttackerStep method) (ares.utils.adv.PgdAttackEps method) (ares.utils.logger.PrintFormatter method) (ares.utils.metrics.AverageMeter method) (ares.utils.model.NormalizeByChannelMeanStd method) (ares.utils.model.SwitchableBatchNorm2d method)

A

accuracy() (in module ares.utils.metrics) adv_generator() (in module ares.utils.adv) after_epoch() (ares.attack.detection.trainer.Trainer method) after_train() (ares.attack.detection.trainer.Trainer method) all_reduce() (in module ares.attack.detection.utils) ALRS (class in ares.attack.detection.custom.lr_scheduler) ANN_ID_UNIQUE (ares.attack.detection.custom.coco_dataset.CocoDataset attribute) apply_patch() (ares.attack.detection.patch.patch_applier.PatchApplier method) ares.attack.autoattack.autoattack module ares.attack.bim module ares.attack.boundary module ares.attack.cw module ares.attack.deepfool module ares.attack.detection.attacker module ares.attack.detection.custom.coco_dataset module ares.attack.detection.custom.coco_metric module ares.attack.detection.custom.detector module ares.attack.detection.custom.lr_scheduler module ares.attack.detection.patch.patch_applier module ares.attack.detection.patch.patch_transform module ares.attack.detection.trainer module ares.attack.detection.utils module ares.attack.di_fgsm module ares.attack.evolutionary module ares.attack.fgsm module ares.attack.mim module ares.attack.nattack module ares.attack.nes module ares.attack.PGD module ares.attack.SGM module ares.attack.si_ni_fgsm module ares.attack.spsa module ares.attack.tim module

ares.attack.tta module ares.attack.vmi_fgsm module ares.dataset.cifar_dataset module ares.dataset.imagenet_dataset module ares.defense.bit_depth_reduction module ares.defense.jpeg_compression module ares.defense.randomization module ares.model.cifar10_cls module ares.model.imagenet_cls module ares.model.preact_resnet module ares.model.resnet module ares.model.resnet_denoise module ares.model.vit_mae module ares.model.wideresnet module ares.utils.adv module ares.utils.dataset module ares.utils.dist module ares.utils.logger module ares.utils.loss module ares.utils.metrics module ares.utils.model module ares.utils.registry module atanh() (ares.attack.cw.CW method) (ares.attack.nattack.Nattack method) attack_detection_forward() (ares.attack.bim.BIM method) (ares.attack.di_fgsm.DI2FGSM method) (ares.attack.fgsm.FGSM method) (ares.attack.mim.MIM method) (ares.attack.si_ni_fgsm.SI_NI_FGSM method) (ares.attack.tim.TIFGSM method) (ares.attack.vmi_fgsm.VMI_fgsm method) AttackerStep (class in ares.utils.adv) AutoAttack (class in ares.attack.autoattack.autoattack) AverageMeter (class in ares.utils.metrics)

B

BasicBlock (class in ares.model.wideresnet) batch_attack() (ares.utils.adv.PgdAttackEps method) bbox_predict() (ares.attack.detection.attacker.UniversalAttacker method) before_epoch() (ares.attack.detection.trainer.Trainer method) before_eval() (ares.attack.detection.trainer.Trainer method) before_start() (ares.attack.detection.trainer.Trainer method) before_train() (ares.attack.detection.trainer.Trainer method) BIM (class in ares.attack.bim) bit_depth_reduction() (ares.defense.bit_depth_reduction.BitDepthReduction method)

BitDepthReduction (class in ares.defense.bit_depth_reduction) boundary() (ares.attack.boundary.BoundaryAttack method) BoundaryAttack (class in ares.attack.boundary) build_dataset() (in module ares.utils.dataset) build_loss() (in module ares.utils.loss) build_loss_scaler() (in module ares.utils.loss) build_lr_scheduler() (in module ares.attack.detection.custom.lr_scheduler) build_model() (in module ares.utils.model) build_optimizer() (in module ares.attack.detection.utils) build_transforms() (ares.attack.detection.patch.patch_applier.PatchApplier method)

C

ce_loss() (ares.attack.tta.TTA method) cifar10() (in module ares.dataset.cifar_dataset) CifarCLS (class in ares.model.cifar10_cls) clamp() (in module ares.utils.adv) clean_accuracy() (ares.attack.autoattack.autoattack.AutoAttack method) clip_eta() (ares.attack.nattack.Nattack method) (ares.attack.nes.NES method) (ares.attack.spsa.SPSA method) COCOAPI (ares.attack.detection.custom.coco_dataset.CocoDataset attribute) CocoDataset (class in ares.attack.detection.custom.coco_dataset) CocoMetric (class in ares.attack.detection.custom.coco_metric) Compose (class in ares.attack.detection.patch.patch_transform)

compute_metrics() (ares.attack.detection.custom.coco_metric.CocoMetric method) config() (ares.utils.adv.PgdAttackEps method) convert_switchablebn_model() (in module ares.utils.model) Cos_dis() (in module ares.attack.tta) CosineLR (class in ares.attack.detection.custom.lr_scheduler) create_preact_res18() (in module ares.model.preact_resnet) create_wres28_10() (in module ares.model.wideresnet) create_wres34_10() (in module ares.model.wideresnet) create_wres34_10_fn() (in module ares.model.wideresnet) CustomDetector (class in ares.attack.detection.custom.detector) CustomFormatter (class in ares.utils.logger) CutOut (class in ares.attack.detection.patch.patch_transform) CW (class in ares.attack.cw)

D

DataPreprocessor (class in ares.attack.detection.custom.detector) DeepFool (class in ares.attack.deepfool) deepfool() (ares.attack.deepfool.DeepFool method) default_prefix (ares.attack.detection.custom.coco_metric.CocoMetric attribute)

denormalize() (in module ares.attack.detection.utils) (in module ares.utils.model) DI2FGSM (class in ares.attack.di_fgsm) distributed_init() (in module ares.utils.dist)

E

EnableLossCal (class in ares.attack.detection.utils) eval() (ares.attack.detection.attacker.UniversalAttacker method) (ares.attack.detection.trainer.Trainer method) eval_clean() (ares.attack.detection.trainer.Trainer method) Evolutionary (class in ares.attack.evolutionary)

evolutionary() (ares.attack.evolutionary.Evolutionary method) expansion (ares.model.preact_resnet.PreActBlock attribute) (ares.model.preact_resnet.PreActBottleneck attribute) ExponentialLR (class in ares.attack.detection.custom.lr_scheduler) extra_repr() (ares.utils.model.NormalizeByChannelMeanStd method)

F

FGSM (class in ares.attack.fgsm) filter_data() (ares.attack.detection.custom.coco_dataset.CocoDataset method) filter_loss() (ares.attack.detection.attacker.UniversalAttacker method) filter_state_dict() (in module ares.model.cifar10_cls) flush() (ares.utils.logger.PrintFormatter method) format() (ares.utils.logger.CustomFormatter method) format_print (class in ares.utils.logger) forward() (ares.attack.detection.attacker.UniversalAttacker method) (ares.attack.detection.custom.detector.DataPreprocessor method) (ares.attack.detection.patch.patch_applier.PatchApplier method) (ares.model.cifar10_cls.CifarCLS method) (ares.model.imagenet_cls.ImageNetCLS method) (ares.model.preact_resnet.PreActBlock method) (ares.model.preact_resnet.PreActBottleneck method) (ares.model.preact_resnet.PreActResNet method) (ares.model.resnet.ResNet method) (ares.model.wideresnet.BasicBlock method) (ares.model.wideresnet.NetworkBlock method) (ares.model.wideresnet.WideResNet method) (ares.utils.model.NormalizeByChannelMeanStd method) (ares.utils.model.SwitchableBatchNorm2d method)

forward_features() (ares.model.vit_mae.VisionTransformer method) freeze_layers() (ares.attack.detection.attacker.UniversalAttacker method)

G

get_attack() (ares.utils.registry.Registry class method) get_init_noise() (ares.attack.boundary.BoundaryAttack method) (ares.attack.evolutionary.Evolutionary method) get_logits() (ares.attack.autoattack.autoattack.AutoAttack method) get_lr_scheduler() (ares.utils.registry.Registry class method) get_model() (ares.utils.registry.Registry class method)

get_path() (ares.utils.registry.Registry class method) get_seed() (ares.attack.autoattack.autoattack.AutoAttack method) get_transform() (ares.utils.registry.Registry class method) get_word_size() (in module ares.attack.detection.utils) gkern() (ares.attack.tim.TIFGSM method) (in module ares.attack.tta) global_forward() (ares.attack.detection.attacker.UniversalAttacker method)

H

HiddenPrints (class in ares.attack.detection.utils)

I

ImageNetCLS (class in ares.model.imagenet_cls) ImageNetDataset (class in ares.dataset.imagenet_dataset) init_for_global_attack() (ares.attack.detection.attacker.UniversalAttacker method) init_for_patch_attack() (ares.attack.detection.attacker.UniversalAttacker method) init_patch() (ares.attack.detection.attacker.UniversalAttacker method) input_diversity() (ares.attack.di_fgsm.DI2FGSM method) (ares.attack.tim.TIFGSM method) (ares.attack.tta.TTA method)

input_transform() (ares.defense.randomization.Randomization method) is_adversarial() (ares.attack.nattack.Nattack method) is_distributed() (in module ares.attack.detection.utils) is_main_process() (in module ares.attack.detection.utils)

J

Jpeg_compression (class in ares.defense.jpeg_compression)

jpegcompression() (ares.defense.jpeg_compression.Jpeg_compression method)

K

kernel_generation() (ares.attack.tim.TIFGSM method)

L

LinfStep (class in ares.utils.adv) LinfStepEps (class in ares.utils.adv) list_attacks() (ares.utils.registry.Registry class method) list_lr_schedulers() (ares.utils.registry.Registry class method) list_models() (ares.utils.registry.Registry class method) list_transforms() (ares.utils.registry.Registry class method) lkern() (ares.attack.tim.TIFGSM method) load() (ares.model.cifar10_cls.CifarCLS method) (ares.model.imagenet_cls.ImageNetCLS method)

load_data_list() (ares.attack.detection.custom.coco_dataset.CocoDataset method) load_detector_weight() (ares.attack.detection.attacker.UniversalAttacker method) load_patch() (ares.attack.detection.attacker.UniversalAttacker method) load_pretrained_21k() (in module ares.utils.model) logits_loss() (ares.attack.tta.TTA method) loss() (ares.attack.detection.custom.detector.CustomDetector method) loss_adv() (in module ares.utils.loss)

M

main_only() (in module ares.attack.detection.utils) mapping (ares.utils.registry.Registry attribute) margin_loss() (in module ares.utils.loss) MedianPool2d (class in ares.attack.detection.patch.patch_transform) METAINFO (ares.attack.detection.custom.coco_dataset.CocoDataset attribute) MIM (class in ares.attack.mim) mkdirs_if_not_exists() (in module ares.attack.detection.utils) modify_test_pipeline() (in module ares.attack.detection.utils) modify_train_pipeline() (in module ares.attack.detection.utils) module ares.attack.autoattack.autoattack ares.attack.bim ares.attack.boundary ares.attack.cw ares.attack.deepfool ares.attack.detection.attacker ares.attack.detection.custom.coco_dataset ares.attack.detection.custom.coco_metric ares.attack.detection.custom.detector ares.attack.detection.custom.lr_scheduler ares.attack.detection.patch.patch_applier ares.attack.detection.patch.patch_transform ares.attack.detection.trainer ares.attack.detection.utils ares.attack.di_fgsm ares.attack.evolutionary ares.attack.fgsm ares.attack.mim ares.attack.nattack ares.attack.nes ares.attack.PGD ares.attack.SGM ares.attack.si_ni_fgsm ares.attack.spsa ares.attack.tim ares.attack.tta ares.attack.vmi_fgsm ares.dataset.cifar_dataset ares.dataset.imagenet_dataset ares.defense.bit_depth_reduction ares.defense.jpeg_compression ares.defense.randomization ares.model.cifar10_cls ares.model.imagenet_cls ares.model.preact_resnet ares.model.resnet ares.model.resnet_denoise ares.model.vit_mae ares.model.wideresnet ares.utils.adv ares.utils.dataset ares.utils.dist ares.utils.logger ares.utils.loss ares.utils.metrics ares.utils.model ares.utils.registry

MultiStepLR (class in ares.attack.detection.custom.lr_scheduler)

N

Nattack (class in ares.attack.nattack) nattack() (ares.attack.nattack.Nattack method) nattack_loss() (in module ares.attack.nattack) NES (class in ares.attack.nes) nes() (ares.attack.nes.NES method)

nes_gradient() (ares.attack.nes.NES method) NetworkBlock (class in ares.model.wideresnet) normalize() (in module ares.attack.detection.utils) normalize_fn() (in module ares.utils.model) NormalizeByChannelMeanStd (class in ares.utils.model)

P

pad_patches_boxes() (ares.attack.detection.patch.patch_applier.PatchApplier method) parse_data_info() (ares.attack.detection.custom.coco_dataset.CocoDataset method) patch_forward() (ares.attack.detection.attacker.UniversalAttacker method) PatchApplier (class in ares.attack.detection.patch.patch_applier) perturbation() (ares.attack.boundary.BoundaryAttack method) PgdAttackEps (class in ares.utils.adv) PlateauLR (class in ares.attack.detection.custom.lr_scheduler) po_trip_loss() (ares.attack.tta.TTA method)

Poincare_dis() (in module ares.attack.tta) PreActBlock (class in ares.model.preact_resnet) PreActBottleneck (class in ares.model.preact_resnet) PreActResNet (class in ares.model.preact_resnet) predict() (ares.attack.detection.custom.detector.CustomDetector method) PrintFormatter (class in ares.utils.logger) project() (ares.utils.adv.AttackerStep method) (ares.utils.adv.LinfStep method) (ares.utils.adv.LinfStepEps method)

R

random_perturb() (ares.utils.adv.AttackerStep method) (ares.utils.adv.LinfStep method) (ares.utils.adv.LinfStepEps method) random_resize_pad() (ares.defense.randomization.Randomization method) random_seed() (in module ares.utils.dist) random_shift() (ares.attack.detection.patch.patch_transform.ScalePatchesToBoxes method) random_uniform() (ares.utils.adv.LinfStep method) RandomHorizontalFlip (class in ares.attack.detection.patch.patch_transform) Randomization (class in ares.defense.randomization) RandomJitter (class in ares.attack.detection.patch.patch_transform) register_attack() (ares.utils.registry.Registry class method) register_lr_scheduler() (ares.utils.registry.Registry class method) register_model() (ares.utils.registry.Registry class method) register_path() (ares.utils.registry.Registry class method) register_transform() (ares.utils.registry.Registry class method) Registry (class in ares.utils.registry)

replace_best() (in module ares.utils.adv) replace_best_reverse() (in module ares.utils.adv) reset() (ares.utils.metrics.AverageMeter method) ResNet (class in ares.model.resnet) resnet101() (in module ares.model.resnet) resnet152() (in module ares.model.resnet) resnet152_fd() (in module ares.model.resnet_denoise) resnet18() (in module ares.model.resnet) resnet34() (in module ares.model.resnet) resnet50() (in module ares.model.resnet) resnext101_32x8d() (in module ares.model.resnet) resnext50_32x4d() (in module ares.model.resnet) resolve_amp() (in module ares.utils.loss) run_epoch() (ares.attack.detection.trainer.Trainer method) run_standard_evaluation() (ares.attack.autoattack.autoattack.AutoAttack method) run_standard_evaluation_individual() (ares.attack.autoattack.autoattack.AutoAttack method)

S

save_images() (in module ares.attack.detection.utils) save_patch() (ares.attack.detection.attacker.UniversalAttacker method) save_patches_to_images() (in module ares.attack.detection.utils) scale() (in module ares.attack.nattack) scale_lr() (ares.attack.detection.trainer.Trainer method) scale_to_tanh() (ares.attack.nattack.Nattack method) ScalePatchesToBoxes (class in ares.attack.detection.patch.patch_transform) set_gt_ann_empty() (ares.attack.detection.attacker.UniversalAttacker method) set_version() (ares.attack.autoattack.autoattack.AutoAttack method) setup_for_distributed() (in module ares.utils.dist) setup_logger() (in module ares.utils.logger) SI_NI_FGSM (class in ares.attack.si_ni_fgsm)

SPSA (class in ares.attack.spsa) spsa() (ares.attack.spsa.SPSA method) step() (ares.attack.detection.custom.lr_scheduler.ALRS method) (ares.attack.detection.custom.lr_scheduler.CosineLR method) (ares.attack.detection.custom.lr_scheduler.ExponentialLR method) (ares.attack.detection.custom.lr_scheduler.MultiStepLR method) (ares.attack.detection.custom.lr_scheduler.PlateauLR method) (ares.attack.detection.custom.lr_scheduler.warmupALRS method) (ares.utils.adv.AttackerStep method) (ares.utils.adv.LinfStep method) (ares.utils.adv.LinfStepEps method) summarize() (ares.attack.detection.custom.coco_metric.CocoMetric method) SwitchableBatchNorm2d (class in ares.utils.model)

T

TI_tta() (in module ares.attack.tta) TIFGSM (class in ares.attack.tim) to_image() (ares.utils.adv.AttackerStep method) train() (ares.attack.detection.attacker.UniversalAttacker method) (ares.attack.detection.trainer.Trainer method)

Trainer (class in ares.attack.detection.trainer) TTA (class in ares.attack.tta) tv_loss() (in module ares.attack.detection.utils)

U

ukern() (ares.attack.tim.TIFGSM method) UniversalAttacker (class in ares.attack.detection.attacker)

update() (ares.utils.metrics.AverageMeter method) update_lr() (ares.attack.detection.custom.lr_scheduler.ALRS method) (ares.attack.detection.custom.lr_scheduler.warmupALRS method)

V

VisionTransformer (class in ares.model.vit_mae) vit_base_patch16() (in module ares.model.vit_mae)

vit_large_patch16() (in module ares.model.vit_mae) VMI_fgsm (class in ares.attack.vmi_fgsm)

W

warmupALRS (class in ares.attack.detection.custom.lr_scheduler) wide_resnet101_2() (in module ares.model.resnet) wide_resnet50_2() (in module ares.model.resnet) wide_resnet50_3() (in module ares.model.resnet)

wide_resnet50_4() (in module ares.model.resnet) wide_resnet50_5() (in module ares.model.resnet) wide_resnet50_6() (in module ares.model.resnet) WideResNet (class in ares.model.wideresnet) write() (ares.utils.logger.PrintFormatter method)