├── .gitignore ├── LICENSE ├── README.md ├── TEST.md ├── TRAIN.md ├── launch_xla.py ├── teaser.png ├── timm ├── __init__.py ├── bits │ ├── README.md │ ├── __init__.py │ ├── avg_scalar.py │ ├── avg_tensor.py │ ├── checkpoint.py │ ├── checkpoint_manager.py │ ├── device_env.py │ ├── device_env_cuda.py │ ├── device_env_factory.py │ ├── device_env_xla.py │ ├── distributed.py │ ├── distributed_torch.py │ ├── grad_clip.py │ ├── metric.py │ ├── metric_accuracy.py │ ├── metric_precision_recall.py │ ├── monitor.py │ ├── tracker.py │ ├── train_cfg.py │ ├── train_services.py │ ├── train_setup.py │ ├── train_state.py │ ├── updater.py │ ├── updater_cuda.py │ ├── updater_deepspeed.py │ ├── updater_factory.py │ └── updater_xla.py ├── data │ ├── __init__.py │ ├── auto_augment.py │ ├── collate.py │ ├── config.py │ ├── constants.py │ ├── dataset.py │ ├── dataset_factory.py │ ├── distributed_sampler.py │ ├── fetcher.py │ ├── loader.py │ ├── mixup.py │ ├── parsers │ │ ├── __init__.py │ │ ├── class_map.py │ │ ├── constants.py │ │ ├── parser.py │ │ ├── parser_factory.py │ │ ├── parser_image_folder.py │ │ ├── parser_image_in_tar.py │ │ ├── parser_image_tar.py │ │ └── parser_tfds.py │ ├── prefetcher_cuda.py │ ├── random_erasing.py │ ├── real_labels.py │ ├── tf_preprocessing.py │ ├── transforms.py │ └── transforms_factory.py ├── loss │ ├── __init__.py │ ├── asymmetric_loss.py │ ├── binary_cross_entropy.py │ ├── cross_entropy.py │ └── jsd.py ├── models │ ├── __init__.py │ ├── factory.py │ ├── features.py │ ├── helpers.py │ ├── hub.py │ ├── layers │ │ ├── __init__.py │ │ ├── activations.py │ │ ├── activations_jit.py │ │ ├── activations_me.py │ │ ├── adaptive_avgmax_pool.py │ │ ├── attention_pool2d.py │ │ ├── blur_pool.py │ │ ├── bottleneck_attn.py │ │ ├── cbam.py │ │ ├── classifier.py │ │ ├── cond_conv2d.py │ │ ├── config.py │ │ ├── conv2d_same.py │ │ ├── conv_bn_act.py │ │ ├── create_act.py │ │ ├── create_attn.py │ │ ├── create_conv2d.py │ │ ├── create_norm_act.py │ │ ├── drop.py │ │ ├── eca.py │ │ ├── evo_norm.py │ │ ├── gather_excite.py │ │ ├── global_context.py │ │ ├── halo_attn.py │ │ ├── helpers.py │ │ ├── inplace_abn.py │ │ ├── lambda_layer.py │ │ ├── linear.py │ │ ├── median_pool.py │ │ ├── mixed_conv2d.py │ │ ├── mlp.py │ │ ├── non_local_attn.py │ │ ├── norm.py │ │ ├── norm_act.py │ │ ├── padding.py │ │ ├── patch_embed.py │ │ ├── pool2d_same.py │ │ ├── robust_resnet_blocks.py │ │ ├── selective_kernel.py │ │ ├── separable_conv.py │ │ ├── space_to_depth.py │ │ ├── split_attn.py │ │ ├── split_batchnorm.py │ │ ├── squeeze_excite.py │ │ ├── std_conv.py │ │ ├── test_time_pool.py │ │ └── weight_init.py │ ├── registry.py │ └── robust_resnet.py ├── optim │ ├── __init__.py │ ├── adabelief.py │ ├── adafactor.py │ ├── adahessian.py │ ├── adamp.py │ ├── adamw.py │ ├── lamb.py │ ├── lars.py │ ├── lookahead.py │ ├── madgrad.py │ ├── nadam.py │ ├── nvnovograd.py │ ├── optim_factory.py │ ├── radam.py │ ├── rmsprop_tf.py │ └── sgdp.py ├── scheduler │ ├── __init__.py │ ├── convert.py │ ├── cosine_lr.py │ ├── multistep_lr.py │ ├── plateau_lr.py │ ├── poly_lr.py │ ├── scheduler.py │ ├── scheduler_factory.py │ ├── step_lr.py │ └── tanh_lr.py ├── utils │ ├── __init__.py │ ├── agc.py │ ├── checkpoint_saver.py │ ├── clip_grad.py │ ├── cuda.py │ ├── distributed.py │ ├── imagenet_c.py │ ├── imagenet_r.py │ ├── jit.py │ ├── log.py │ ├── metrics.py │ ├── misc.py │ ├── model.py │ ├── model_ema.py │ ├── random.py │ └── summary.py └── version.py ├── train.py └── validate.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/UCSC-VLAA/RobustCNN/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/UCSC-VLAA/RobustCNN/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: 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