Index _ | A | B | C | D | E | F | G | H | I | K | L | M | N | O | P | R | S | T | U | V | W _ _patch_embeddings (anomalib.models.image.winclip.torch_model.WinClipModel attribute) _text_embeddings (anomalib.models.image.winclip.torch_model.WinClipModel attribute) _visual_embeddings (anomalib.models.image.winclip.torch_model.WinClipModel attribute) A add_arguments_to_parser() (anomalib.cli.AnomalibCLI method) add_benchmark_arguments() (anomalib.cli.AnomalibCLI method) add_export_arguments() (anomalib.cli.AnomalibCLI method) add_foreground_boxes() (anomalib.models.video.ai_vad.regions.RegionExtractor method) add_hpo_arguments() (anomalib.cli.AnomalibCLI method) add_image() (anomalib.loggers.AnomalibCometLogger method) (anomalib.loggers.AnomalibTensorBoardLogger method) (anomalib.loggers.AnomalibWandbLogger method) add_predict_arguments() (anomalib.cli.AnomalibCLI method) add_train_arguments() (anomalib.cli.AnomalibCLI method) AiVad (class in anomalib.models.video.ai_vad.lightning_model) AiVadModel (class in anomalib.models.video.ai_vad.torch_model) AllInOneBlock (class in anomalib.models.components.flow) anomalib.callbacks module anomalib.cli module anomalib.data.base.datamodule module anomalib.data.base.dataset module anomalib.data.base.depth module anomalib.data.base.video module anomalib.data.depth module anomalib.data.image.btech module anomalib.data.image.folder module anomalib.data.image.kolektor module anomalib.data.image.mvtec module anomalib.data.image.visa module anomalib.data.utils.augmenter module anomalib.data.utils.boxes module anomalib.data.utils.download module anomalib.data.utils.generators module anomalib.data.utils.image module anomalib.data.utils.label module anomalib.data.utils.path module anomalib.data.utils.split module anomalib.data.utils.synthetic module anomalib.data.utils.tiler module anomalib.data.utils.transforms module anomalib.data.utils.video module anomalib.data.video.avenue module anomalib.data.video.shanghaitech module anomalib.data.video.ucsd_ped module anomalib.deploy module anomalib.engine module anomalib.loggers module anomalib.metrics module anomalib.models.components.classification module anomalib.models.components.cluster module anomalib.models.components.dimensionality_reduction module anomalib.models.components.feature_extractors module anomalib.models.components.filters module anomalib.models.components.flow module anomalib.models.components.sampling module anomalib.models.components.stats module anomalib.models.image.cfa.anomaly_map module anomalib.models.image.cfa.lightning_model module anomalib.models.image.cfa.loss module anomalib.models.image.cfa.torch_model module anomalib.models.image.cflow.anomaly_map module anomalib.models.image.cflow.lightning_model module anomalib.models.image.cflow.torch_model module anomalib.models.image.csflow.anomaly_map module anomalib.models.image.csflow.lightning_model module anomalib.models.image.csflow.loss module anomalib.models.image.csflow.torch_model module anomalib.models.image.dfkde.lightning_model module anomalib.models.image.dfkde.torch_model module anomalib.models.image.dfm.lightning_model module anomalib.models.image.dfm.torch_model module anomalib.models.image.draem.lightning_model module anomalib.models.image.draem.loss module anomalib.models.image.draem.torch_model module anomalib.models.image.dsr.anomaly_generator module anomalib.models.image.dsr.lightning_model module anomalib.models.image.dsr.loss module anomalib.models.image.dsr.torch_model module anomalib.models.image.efficient_ad.lightning_model module anomalib.models.image.efficient_ad.torch_model module anomalib.models.image.fastflow.anomaly_map module anomalib.models.image.fastflow.lightning_model module anomalib.models.image.fastflow.loss module anomalib.models.image.fastflow.torch_model module anomalib.models.image.ganomaly.lightning_model module anomalib.models.image.ganomaly.loss module anomalib.models.image.ganomaly.torch_model module anomalib.models.image.padim.lightning_model module anomalib.models.image.padim.torch_model module anomalib.models.image.patchcore.lightning_model module anomalib.models.image.patchcore.torch_model module anomalib.models.image.reverse_distillation.anomaly_map module anomalib.models.image.reverse_distillation.lightning_model module anomalib.models.image.reverse_distillation.loss module anomalib.models.image.reverse_distillation.torch_model module anomalib.models.image.rkde.feature_extractor module anomalib.models.image.rkde.lightning_model module anomalib.models.image.rkde.region_extractor module anomalib.models.image.rkde.torch_model module anomalib.models.image.stfpm.anomaly_map module anomalib.models.image.stfpm.lightning_model module anomalib.models.image.stfpm.loss module anomalib.models.image.stfpm.torch_model module anomalib.models.image.winclip.lightning_model module anomalib.models.image.winclip.torch_model module anomalib.models.video.ai_vad.density module anomalib.models.video.ai_vad.features module anomalib.models.video.ai_vad.flow module anomalib.models.video.ai_vad.lightning_model module anomalib.models.video.ai_vad.regions module anomalib.models.video.ai_vad.torch_model module anomalib.pipelines.benchmarking module anomalib.pipelines.hpo module anomalib_subcommands() (anomalib.cli.AnomalibCLI static method) AnomalibCLI (class in anomalib.cli) AnomalibCometLogger (class in anomalib.loggers) AnomalibDataModule (class in anomalib.data.base.datamodule) AnomalibDataset (class in anomalib.data.base.dataset) AnomalibDepthDataset (class in anomalib.data.base.depth) AnomalibTensorBoardLogger (class in anomalib.loggers) AnomalibVideoDataModule (class in anomalib.data.base.video) AnomalibVideoDataset (class in anomalib.data.base.video) AnomalibWandbLogger (class in anomalib.loggers) AnomalyDetectionModule (class in anomalib.models.image.dsr.torch_model) AnomalyMapGenerationMode (class in anomalib.models.image.reverse_distillation.anomaly_map) AnomalyMapGenerator (class in anomalib.models.image.cfa.anomaly_map) (class in anomalib.models.image.cflow.anomaly_map) (class in anomalib.models.image.csflow.anomaly_map) (class in anomalib.models.image.fastflow.anomaly_map) (class in anomalib.models.image.reverse_distillation.anomaly_map) (class in anomalib.models.image.stfpm.anomaly_map) AnomalyMapMode (class in anomalib.models.image.csflow.anomaly_map) AnomalyScoreDistribution (class in anomalib.metrics) apply_cls1_split() (anomalib.data.image.visa.Visa method) augment_batch() (anomalib.data.utils.augmenter.Augmenter method) (anomalib.models.image.dsr.anomaly_generator.DsrAnomalyGenerator method) Augmenter (class in anomalib.data.utils.augmenter) AUPR (class in anomalib.metrics) AUPRO (class in anomalib.metrics) AUROC (class in anomalib.metrics) Avenue (class in anomalib.data.video.avenue) AvenueDataset (class in anomalib.data.video.avenue) B BackboneParams (class in anomalib.models.components.feature_extractors) backward() (anomalib.models.image.cfa.lightning_model.Cfa method) BaseDensityEstimator (class in anomalib.models.video.ai_vad.density) before_instantiate_classes() (anomalib.cli.AnomalibCLI method) benchmark() (anomalib.cli.AnomalibCLI method) boxes_to_anomaly_maps() (in module anomalib.data.utils.boxes) boxes_to_masks() (in module anomalib.data.utils.boxes) BTech (class in anomalib.data.image.btech) BTechDataset (class in anomalib.data.image.btech) C Cfa (class in anomalib.models.image.cfa.lightning_model) CfaLoss (class in anomalib.models.image.cfa.loss) CfaModel (class in anomalib.models.image.cfa.torch_model) Cflow (class in anomalib.models.image.cflow.lightning_model) CflowModel (class in anomalib.models.image.cflow.torch_model) choose_random_aug_image() (anomalib.models.image.efficient_ad.torch_model.EfficientAdModel method) clip (anomalib.models.image.winclip.torch_model.WinClipModel attribute) ClipsIndexer (class in anomalib.data.utils.video) collate_fn() (in module anomalib.data.base.datamodule) collect_reference_images() (anomalib.models.image.winclip.lightning_model.WinClip method) CombinedDensityEstimator (class in anomalib.models.video.ai_vad.density) CometSweep (class in anomalib.pipelines.hpo) compute() (anomalib.metrics.AnomalyScoreDistribution method) (anomalib.metrics.AUPR method) (anomalib.metrics.AUPRO method) (anomalib.metrics.AUROC method) (anomalib.metrics.F1AdaptiveThreshold method) (anomalib.metrics.ManualThreshold method) (anomalib.metrics.MinMax method) (anomalib.metrics.PRO method) compute_anomaly_map() (anomalib.models.image.cfa.anomaly_map.AnomalyMapGenerator method) (anomalib.models.image.cflow.anomaly_map.AnomalyMapGenerator method) (anomalib.models.image.stfpm.anomaly_map.AnomalyMapGenerator method) compute_anomaly_score() (anomalib.models.image.patchcore.torch_model.PatchcoreModel method) compute_distance() (anomalib.models.image.cfa.torch_model.CfaModel method) compute_kde_scores() (anomalib.models.components.classification.KDEClassifier method) compute_layer_loss() (anomalib.models.image.stfpm.loss.STFPMLoss method) compute_layer_map() (anomalib.models.image.stfpm.anomaly_map.AnomalyMapGenerator method) compute_new_image_size() (in module anomalib.data.utils.tiler) compute_pro() (anomalib.metrics.AUPRO method) compute_probabilities() (anomalib.models.components.classification.KDEClassifier static method) compute_score() (anomalib.models.image.cfa.anomaly_map.AnomalyMapGenerator method) concatenate_datasets() (in module anomalib.data.utils.split) configure_optimizers() (anomalib.models.image.cfa.lightning_model.Cfa method) (anomalib.models.image.cflow.lightning_model.Cflow method) (anomalib.models.image.csflow.lightning_model.Csflow method) (anomalib.models.image.dfkde.lightning_model.Dfkde static method) (anomalib.models.image.dfm.lightning_model.Dfm static method) (anomalib.models.image.draem.lightning_model.Draem method) (anomalib.models.image.dsr.lightning_model.Dsr method) (anomalib.models.image.efficient_ad.lightning_model.EfficientAd method) (anomalib.models.image.fastflow.lightning_model.Fastflow method) (anomalib.models.image.ganomaly.lightning_model.Ganomaly method) (anomalib.models.image.padim.lightning_model.Padim static method) (anomalib.models.image.patchcore.lightning_model.Patchcore method) (anomalib.models.image.reverse_distillation.lightning_model.ReverseDistillation method) (anomalib.models.image.rkde.lightning_model.Rkde static method) (anomalib.models.image.stfpm.lightning_model.Stfpm method) (anomalib.models.image.winclip.lightning_model.WinClip static method) (anomalib.models.video.ai_vad.lightning_model.AiVad static method) convert_video() (in module anomalib.data.utils.video) cov() (anomalib.models.components.stats.GaussianKDE static method) Csflow (class in anomalib.models.image.csflow.lightning_model) CsFlowLoss (class in anomalib.models.image.csflow.loss) CsFlowModel (class in anomalib.models.image.csflow.torch_model) D DecoderBot (class in anomalib.models.image.dsr.torch_model) DeepExtractor (class in anomalib.models.video.ai_vad.features) Dfkde (class in anomalib.models.image.dfkde.lightning_model) DfkdeModel (class in anomalib.models.image.dfkde.torch_model) Dfm (class in anomalib.models.image.dfm.lightning_model) DFMModel (class in anomalib.models.image.dfm.torch_model) DirType (class in anomalib.data.utils.path) DiscreteLatentModel (class in anomalib.models.image.dsr.torch_model) DiscriminatorLoss (class in anomalib.models.image.ganomaly.loss) distribute() (in module anomalib.pipelines.benchmarking) download_and_extract() (in module anomalib.data.utils.download) DownloadInfo (class in anomalib.data.utils.download) DownloadProgressBar (class in anomalib.data.utils.download) downscale_image() (in module anomalib.data.utils.tiler) Draem (class in anomalib.models.image.draem.lightning_model) DraemLoss (class in anomalib.models.image.draem.loss) DraemModel (class in anomalib.models.image.draem.torch_model) dryrun_find_featuremap_dims() (in module anomalib.models.components.feature_extractors) Dsr (class in anomalib.models.image.dsr.lightning_model) DsrAnomalyGenerator (class in anomalib.models.image.dsr.anomaly_generator) DsrModel (class in anomalib.models.image.dsr.torch_model) DsrSecondStageLoss (class in anomalib.models.image.dsr.loss) DsrThirdStageLoss (class in anomalib.models.image.dsr.loss) duplicate_filename() (in module anomalib.data.utils.image) E EfficientAd (class in anomalib.models.image.efficient_ad.lightning_model) EfficientAdModel (class in anomalib.models.image.efficient_ad.torch_model) embedding (anomalib.models.image.dsr.torch_model.VectorQuantizer property) encode_image() (anomalib.models.image.winclip.torch_model.WinClipModel method) EncoderBot (class in anomalib.models.image.dsr.torch_model) EncoderTop (class in anomalib.models.image.dsr.torch_model) Engine (class in anomalib.engine) euclidean_dist() (anomalib.models.image.patchcore.torch_model.PatchcoreModel static method) export (anomalib.cli.AnomalibCLI property) export() (anomalib.engine.Engine method) export_to_onnx() (in module anomalib.deploy) export_to_openvino() (in module anomalib.deploy) export_to_torch() (in module anomalib.deploy) ExportType (class in anomalib.deploy) extract() (in module anomalib.data.utils.download) F F1AdaptiveThreshold (class in anomalib.metrics) Fastflow (class in anomalib.models.image.fastflow.lightning_model) FastflowLoss (class in anomalib.models.image.fastflow.loss) FastflowModel (class in anomalib.models.image.fastflow.torch_model) FeatureDecoder (class in anomalib.models.image.dsr.torch_model) FeatureEncoder (class in anomalib.models.image.dsr.torch_model) FeatureExtractor (class in anomalib.models.image.rkde.feature_extractor) (class in anomalib.models.video.ai_vad.features) FeatureScalingMethod (class in anomalib.models.components.classification) FeatureType (class in anomalib.models.video.ai_vad.features) fit (anomalib.cli.AnomalibCLI property) fit() (anomalib.engine.Engine method) (anomalib.models.components.classification.KDEClassifier method) (anomalib.models.components.cluster.GaussianMixture method) (anomalib.models.components.cluster.KMeans method) (anomalib.models.components.dimensionality_reduction.PCA method) (anomalib.models.components.dimensionality_reduction.SparseRandomProjection method) (anomalib.models.components.stats.GaussianKDE method) (anomalib.models.components.stats.MultiVariateGaussian method) (anomalib.models.image.dfkde.lightning_model.Dfkde method) (anomalib.models.image.dfm.lightning_model.Dfm method) (anomalib.models.image.dfm.torch_model.DFMModel method) (anomalib.models.image.dfm.torch_model.SingleClassGaussian method) (anomalib.models.image.padim.lightning_model.Padim method) (anomalib.models.image.patchcore.lightning_model.Patchcore method) (anomalib.models.image.rkde.lightning_model.Rkde method) (anomalib.models.image.rkde.torch_model.RkdeModel method) (anomalib.models.video.ai_vad.density.BaseDensityEstimator method) (anomalib.models.video.ai_vad.density.CombinedDensityEstimator method) (anomalib.models.video.ai_vad.density.GMMEstimator method) (anomalib.models.video.ai_vad.density.GroupedKNNEstimator method) (anomalib.models.video.ai_vad.lightning_model.AiVad method) fit_transform() (anomalib.models.components.dimensionality_reduction.PCA method) FlowExtractor (class in anomalib.models.video.ai_vad.flow) Folder (class in anomalib.data.image.folder) Folder3D (class in anomalib.data.depth) FolderDataset (class in anomalib.data.image.folder) forward() (anomalib.deploy.OpenVINOInferencer method) (anomalib.deploy.TorchInferencer method) (anomalib.models.components.classification.KDEClassifier method) (anomalib.models.components.dimensionality_reduction.PCA method) (anomalib.models.components.feature_extractors.TimmFeatureExtractor method) (anomalib.models.components.feature_extractors.TorchFXFeatureExtractor method) (anomalib.models.components.filters.GaussianBlur2d method) (anomalib.models.components.flow.AllInOneBlock method) (anomalib.models.components.stats.GaussianKDE method) (anomalib.models.components.stats.MultiVariateGaussian method) (anomalib.models.image.cfa.anomaly_map.AnomalyMapGenerator method) (anomalib.models.image.cfa.loss.CfaLoss method) (anomalib.models.image.cfa.torch_model.CfaModel method) (anomalib.models.image.cflow.anomaly_map.AnomalyMapGenerator method) (anomalib.models.image.cflow.torch_model.CflowModel method) (anomalib.models.image.csflow.anomaly_map.AnomalyMapGenerator method) (anomalib.models.image.csflow.loss.CsFlowLoss method) (anomalib.models.image.csflow.torch_model.CsFlowModel method) (anomalib.models.image.dfkde.torch_model.DfkdeModel method) (anomalib.models.image.dfm.torch_model.DFMModel method) (anomalib.models.image.dfm.torch_model.SingleClassGaussian method) (anomalib.models.image.draem.loss.DraemLoss method) (anomalib.models.image.draem.torch_model.DraemModel method) (anomalib.models.image.dsr.loss.DsrSecondStageLoss method) (anomalib.models.image.dsr.loss.DsrThirdStageLoss method) (anomalib.models.image.dsr.torch_model.AnomalyDetectionModule method) (anomalib.models.image.dsr.torch_model.DecoderBot method) (anomalib.models.image.dsr.torch_model.DiscreteLatentModel method) (anomalib.models.image.dsr.torch_model.DsrModel method) (anomalib.models.image.dsr.torch_model.EncoderBot method) (anomalib.models.image.dsr.torch_model.EncoderTop method) (anomalib.models.image.dsr.torch_model.FeatureDecoder method) (anomalib.models.image.dsr.torch_model.FeatureEncoder method) (anomalib.models.image.dsr.torch_model.ImageReconstructionNetwork method) (anomalib.models.image.dsr.torch_model.Residual method) (anomalib.models.image.dsr.torch_model.ResidualStack method) (anomalib.models.image.dsr.torch_model.SubspaceRestrictionModule method) (anomalib.models.image.dsr.torch_model.SubspaceRestrictionNetwork method) (anomalib.models.image.dsr.torch_model.UnetDecoder method) (anomalib.models.image.dsr.torch_model.UnetEncoder method) (anomalib.models.image.dsr.torch_model.UnetModel method) (anomalib.models.image.dsr.torch_model.UpsamplingModule method) (anomalib.models.image.dsr.torch_model.VectorQuantizer method) (anomalib.models.image.efficient_ad.torch_model.EfficientAdModel method) (anomalib.models.image.fastflow.anomaly_map.AnomalyMapGenerator method) (anomalib.models.image.fastflow.loss.FastflowLoss method) (anomalib.models.image.fastflow.torch_model.FastflowModel method) (anomalib.models.image.ganomaly.loss.DiscriminatorLoss method) (anomalib.models.image.ganomaly.loss.GeneratorLoss method) (anomalib.models.image.ganomaly.torch_model.GanomalyModel method) (anomalib.models.image.padim.torch_model.PadimModel method) (anomalib.models.image.patchcore.torch_model.PatchcoreModel method) (anomalib.models.image.reverse_distillation.anomaly_map.AnomalyMapGenerator method) (anomalib.models.image.reverse_distillation.loss.ReverseDistillationLoss method) (anomalib.models.image.reverse_distillation.torch_model.ReverseDistillationModel method) (anomalib.models.image.rkde.feature_extractor.FeatureExtractor method) (anomalib.models.image.rkde.region_extractor.RegionExtractor method) (anomalib.models.image.rkde.torch_model.RkdeModel method) (anomalib.models.image.stfpm.anomaly_map.AnomalyMapGenerator method) (anomalib.models.image.stfpm.loss.STFPMLoss method) (anomalib.models.image.stfpm.torch_model.STFPMModel method) (anomalib.models.image.winclip.torch_model.WinClipModel method) (anomalib.models.video.ai_vad.density.BaseDensityEstimator method) (anomalib.models.video.ai_vad.features.DeepExtractor method) (anomalib.models.video.ai_vad.features.FeatureExtractor method) (anomalib.models.video.ai_vad.features.PoseExtractor method) (anomalib.models.video.ai_vad.features.VelocityExtractor method) (anomalib.models.video.ai_vad.flow.FlowExtractor method) (anomalib.models.video.ai_vad.regions.RegionExtractor method) (anomalib.models.video.ai_vad.torch_model.AiVadModel method) from_dataset() (anomalib.data.utils.synthetic.SyntheticAnomalyDataset class method) G Ganomaly (class in anomalib.models.image.ganomaly.lightning_model) GanomalyModel (class in anomalib.models.image.ganomaly.torch_model) GaussianBlur2d (class in anomalib.models.components.filters) GaussianKDE (class in anomalib.models.components.stats) GaussianMixture (class in anomalib.models.components.cluster) generate_anomaly() (anomalib.models.image.dsr.anomaly_generator.DsrAnomalyGenerator method) generate_embedding() (anomalib.models.image.padim.torch_model.PadimModel method) (anomalib.models.image.patchcore.torch_model.PatchcoreModel method) generate_fake_anomalies_joined() (anomalib.models.image.dsr.torch_model.DiscreteLatentModel method) generate_figure() (anomalib.metrics.AUPR method) (anomalib.metrics.AUPRO method) (anomalib.metrics.AUROC method) generate_output_image_filename() (in module anomalib.data.utils.image) generate_perturbation() (anomalib.data.utils.augmenter.Augmenter method) GeneratorLoss (class in anomalib.models.image.ganomaly.loss) get_clip() (anomalib.data.video.shanghaitech.ShanghaiTechTestClipsIndexer method) (anomalib.data.video.ucsd_ped.UCSDpedClipsIndexer method) get_features() (anomalib.models.image.dfkde.torch_model.DfkdeModel method) (anomalib.models.image.dfm.torch_model.DFMModel method) get_hpo_parser() (in module anomalib.pipelines.hpo) get_image_filename() (in module anomalib.data.utils.image) get_image_filenames() (in module anomalib.data.utils.image) get_image_filenames_from_dir() (in module anomalib.data.utils.image) get_image_height_and_width() (in module anomalib.data.utils.image) get_item() (anomalib.data.utils.video.ClipsIndexer method) get_mask() (anomalib.data.utils.video.ClipsIndexer method) (anomalib.data.video.shanghaitech.ShanghaiTechTestClipsIndexer method) (anomalib.data.video.shanghaitech.ShanghaiTechTrainClipsIndexer method) (anomalib.data.video.ucsd_ped.UCSDpedClipsIndexer method) get_new_idx() (anomalib.models.components.sampling.KCenterGreedy method) get_runner() (anomalib.pipelines.hpo.Sweep method) get_transforms() (in module anomalib.data.utils.transforms) GMMEstimator (class in anomalib.models.video.ai_vad.density) GraphLogger (class in anomalib.callbacks) grid_size (anomalib.models.image.winclip.torch_model.WinClipModel attribute) GroupedKNNEstimator (class in anomalib.models.video.ai_vad.density) H has_anomalous (anomalib.data.base.dataset.AnomalibDataset property) has_normal (anomalib.data.base.dataset.AnomalibDataset property) hash_check() (in module anomalib.data.utils.download) hpo() (anomalib.cli.AnomalibCLI method) HPOBackend (class in anomalib.pipelines.hpo) I ImageReconstructionNetwork (class in anomalib.models.image.dsr.torch_model) ImageUpscaleMode (class in anomalib.data.utils.tiler) ImageVisualizerCallback (class in anomalib.callbacks) init_parser() (anomalib.cli.AnomalibCLI method) initialize_centroid() (anomalib.models.image.cfa.torch_model.CfaModel method) initialize_feature_extractor() (anomalib.models.components.feature_extractors.TorchFXFeatureExtractor method) InputNormalizationMethod (class in anomalib.data.utils.transforms) instantiate_classes() (anomalib.cli.AnomalibCLI method) instantiate_engine() (anomalib.cli.AnomalibCLI method) interp1d() (anomalib.metrics.AUPRO static method) inverse_transform() (anomalib.models.components.dimensionality_reduction.PCA method) is_file_potentially_dangerous() (in module anomalib.data.utils.download) is_image_file() (in module anomalib.data.utils.image) is_set() (anomalib.models.image.efficient_ad.torch_model.EfficientAdModel method) is_setup (anomalib.data.base.datamodule.AnomalibDataModule property) (anomalib.data.base.dataset.AnomalibDataset property) is_within_directory() (in module anomalib.data.utils.download) K k_shot (anomalib.models.image.winclip.torch_model.WinClipModel attribute) KCenterGreedy (class in anomalib.models.components.sampling) KDEClassifier (class in anomalib.models.components.classification) KMeans (class in anomalib.models.components.cluster) Kolektor (class in anomalib.data.image.kolektor) KolektorDataset (class in anomalib.data.image.kolektor) L LabelName (class in anomalib.data.utils.label) last_frame_idx() (anomalib.data.utils.video.ClipsIndexer method) learning_type (anomalib.models.image.cfa.lightning_model.Cfa property) (anomalib.models.image.cflow.lightning_model.Cflow property) (anomalib.models.image.csflow.lightning_model.Csflow property) (anomalib.models.image.dfkde.lightning_model.Dfkde property) (anomalib.models.image.dfm.lightning_model.Dfm property) (anomalib.models.image.draem.lightning_model.Draem property) (anomalib.models.image.dsr.lightning_model.Dsr property) (anomalib.models.image.efficient_ad.lightning_model.EfficientAd property) (anomalib.models.image.fastflow.lightning_model.Fastflow property) (anomalib.models.image.ganomaly.lightning_model.Ganomaly property) (anomalib.models.image.padim.lightning_model.Padim property) (anomalib.models.image.patchcore.lightning_model.Patchcore property) (anomalib.models.image.reverse_distillation.lightning_model.ReverseDistillation property) (anomalib.models.image.rkde.lightning_model.Rkde property) (anomalib.models.image.stfpm.lightning_model.Stfpm property) (anomalib.models.image.winclip.lightning_model.WinClip property) (anomalib.models.video.ai_vad.lightning_model.AiVad property) load_model() (anomalib.deploy.OpenVINOInferencer method) (anomalib.deploy.TorchInferencer method) load_pretrained_discrete_model_weights() (anomalib.models.image.dsr.torch_model.DsrModel method) load_state_dict() (anomalib.models.image.winclip.lightning_model.WinClip method) LoadModelCallback (class in anomalib.callbacks) M make_avenue_dataset() (in module anomalib.data.video.avenue) make_btech_dataset() (in module anomalib.data.image.btech) make_folder_dataset() (in module anomalib.data.image.folder) make_kolektor_dataset() (in module anomalib.data.image.kolektor) make_mvtec_dataset() (in module anomalib.data.image.mvtec) make_shanghaitech_dataset() (in module anomalib.data.video.shanghaitech) make_synthetic_dataset() (in module anomalib.data.utils.synthetic) make_ucsd_dataset() (in module anomalib.data.video.ucsd_ped) ManualThreshold (class in anomalib.metrics) map_norm_quantiles() (anomalib.models.image.efficient_ad.lightning_model.EfficientAd method) masks (anomalib.models.image.winclip.torch_model.WinClipModel attribute) masks_to_boxes() (in module anomalib.data.utils.boxes) MetricVisualizerCallback (class in anomalib.callbacks) MinMax (class in anomalib.metrics) model (anomalib.engine.Engine property) module anomalib.callbacks anomalib.cli anomalib.data.base.datamodule anomalib.data.base.dataset anomalib.data.base.depth anomalib.data.base.video anomalib.data.depth anomalib.data.image.btech anomalib.data.image.folder anomalib.data.image.kolektor anomalib.data.image.mvtec anomalib.data.image.visa anomalib.data.utils.augmenter anomalib.data.utils.boxes anomalib.data.utils.download anomalib.data.utils.generators anomalib.data.utils.image anomalib.data.utils.label anomalib.data.utils.path anomalib.data.utils.split anomalib.data.utils.synthetic anomalib.data.utils.tiler anomalib.data.utils.transforms anomalib.data.utils.video anomalib.data.video.avenue anomalib.data.video.shanghaitech anomalib.data.video.ucsd_ped anomalib.deploy anomalib.engine anomalib.loggers anomalib.metrics anomalib.models.components.classification anomalib.models.components.cluster anomalib.models.components.dimensionality_reduction anomalib.models.components.feature_extractors anomalib.models.components.filters anomalib.models.components.flow anomalib.models.components.sampling anomalib.models.components.stats anomalib.models.image.cfa.anomaly_map anomalib.models.image.cfa.lightning_model anomalib.models.image.cfa.loss anomalib.models.image.cfa.torch_model anomalib.models.image.cflow.anomaly_map anomalib.models.image.cflow.lightning_model anomalib.models.image.cflow.torch_model anomalib.models.image.csflow.anomaly_map anomalib.models.image.csflow.lightning_model anomalib.models.image.csflow.loss anomalib.models.image.csflow.torch_model anomalib.models.image.dfkde.lightning_model anomalib.models.image.dfkde.torch_model anomalib.models.image.dfm.lightning_model anomalib.models.image.dfm.torch_model anomalib.models.image.draem.lightning_model anomalib.models.image.draem.loss anomalib.models.image.draem.torch_model anomalib.models.image.dsr.anomaly_generator anomalib.models.image.dsr.lightning_model anomalib.models.image.dsr.loss anomalib.models.image.dsr.torch_model anomalib.models.image.efficient_ad.lightning_model anomalib.models.image.efficient_ad.torch_model anomalib.models.image.fastflow.anomaly_map anomalib.models.image.fastflow.lightning_model anomalib.models.image.fastflow.loss anomalib.models.image.fastflow.torch_model anomalib.models.image.ganomaly.lightning_model anomalib.models.image.ganomaly.loss anomalib.models.image.ganomaly.torch_model anomalib.models.image.padim.lightning_model anomalib.models.image.padim.torch_model anomalib.models.image.patchcore.lightning_model anomalib.models.image.patchcore.torch_model anomalib.models.image.reverse_distillation.anomaly_map anomalib.models.image.reverse_distillation.lightning_model anomalib.models.image.reverse_distillation.loss anomalib.models.image.reverse_distillation.torch_model anomalib.models.image.rkde.feature_extractor anomalib.models.image.rkde.lightning_model anomalib.models.image.rkde.region_extractor anomalib.models.image.rkde.torch_model anomalib.models.image.stfpm.anomaly_map anomalib.models.image.stfpm.lightning_model anomalib.models.image.stfpm.loss anomalib.models.image.stfpm.torch_model anomalib.models.image.winclip.lightning_model anomalib.models.image.winclip.torch_model anomalib.models.video.ai_vad.density anomalib.models.video.ai_vad.features anomalib.models.video.ai_vad.flow anomalib.models.video.ai_vad.lightning_model anomalib.models.video.ai_vad.regions anomalib.models.video.ai_vad.torch_model anomalib.pipelines.benchmarking anomalib.pipelines.hpo MultiVariateGaussian (class in anomalib.models.components.stats) MVTec (class in anomalib.data.image.mvtec) MVTec3D (class in anomalib.data.depth) MVTecDataset (class in anomalib.data.image.mvtec) N nearest_neighbors() (anomalib.models.image.patchcore.torch_model.PatchcoreModel method) nextpow2() (in module anomalib.data.utils.augmenter) normalization_callback (anomalib.engine.Engine property) O on_fit_end() (anomalib.callbacks.TimerCallback method) on_fit_start() (anomalib.callbacks.TimerCallback method) on_predict_batch_end() (anomalib.callbacks.ImageVisualizerCallback method) on_test_batch_end() (anomalib.callbacks.ImageVisualizerCallback method) (anomalib.models.image.ganomaly.lightning_model.Ganomaly method) on_test_end() (anomalib.callbacks.MetricVisualizerCallback method) (anomalib.callbacks.TimerCallback method) on_test_start() (anomalib.callbacks.TimerCallback method) (anomalib.models.image.ganomaly.lightning_model.Ganomaly method) on_train_end() (anomalib.callbacks.GraphLogger method) on_train_epoch_start() (anomalib.models.image.dsr.lightning_model.Dsr method) on_train_start() (anomalib.callbacks.GraphLogger method) (anomalib.models.image.cfa.lightning_model.Cfa method) (anomalib.models.image.dsr.lightning_model.Dsr method) (anomalib.models.image.efficient_ad.lightning_model.EfficientAd method) on_validation_batch_end() (anomalib.models.image.ganomaly.lightning_model.Ganomaly method) on_validation_start() (anomalib.models.image.efficient_ad.lightning_model.EfficientAd method) (anomalib.models.image.ganomaly.lightning_model.Ganomaly method) OpenVINOInferencer (class in anomalib.deploy) output_dims() (anomalib.models.components.flow.AllInOneBlock method) P pad_nextpow2() (in module anomalib.data.utils.image) Padim (class in anomalib.models.image.padim.lightning_model) PadimModel (class in anomalib.models.image.padim.torch_model) patch_embeddings (anomalib.models.image.winclip.torch_model.WinClipModel property) Patchcore (class in anomalib.models.image.patchcore.lightning_model) PatchcoreModel (class in anomalib.models.image.patchcore.torch_model) PCA (class in anomalib.models.components.dimensionality_reduction) perform_cca() (anomalib.metrics.AUPRO method) PoseExtractor (class in anomalib.models.video.ai_vad.features) post_process() (anomalib.deploy.OpenVINOInferencer method) (anomalib.deploy.TorchInferencer method) post_process_bbox_detections() (anomalib.models.video.ai_vad.regions.RegionExtractor method) post_process_box_predictions() (anomalib.models.image.rkde.region_extractor.RegionExtractor method) pre_process() (anomalib.deploy.OpenVINOInferencer method) (anomalib.deploy.TorchInferencer method) (anomalib.models.components.classification.KDEClassifier method) (anomalib.models.video.ai_vad.flow.FlowExtractor method) predict (anomalib.cli.AnomalibCLI property) predict() (anomalib.engine.Engine method) (anomalib.models.components.classification.KDEClassifier method) (anomalib.models.components.cluster.GaussianMixture method) (anomalib.models.components.cluster.KMeans method) (anomalib.models.video.ai_vad.density.BaseDensityEstimator method) (anomalib.models.video.ai_vad.density.CombinedDensityEstimator method) (anomalib.models.video.ai_vad.density.GMMEstimator method) (anomalib.models.video.ai_vad.density.GroupedKNNEstimator method) predict_dataloader() (anomalib.data.base.datamodule.AnomalibDataModule method) prepare_data() (anomalib.data.depth.MVTec3D method) (anomalib.data.image.btech.BTech method) (anomalib.data.image.kolektor.Kolektor method) (anomalib.data.image.mvtec.MVTec method) (anomalib.data.image.visa.Visa method) (anomalib.data.video.avenue.Avenue method) (anomalib.data.video.shanghaitech.ShanghaiTech method) (anomalib.data.video.ucsd_ped.UCSDped method) prepare_imagenette_data() (anomalib.models.image.efficient_ad.lightning_model.EfficientAd method) prepare_pretrained_model() (anomalib.models.image.dsr.lightning_model.Dsr method) (anomalib.models.image.efficient_ad.lightning_model.EfficientAd method) PRO (class in anomalib.metrics) R rand_augmenter() (anomalib.data.utils.augmenter.Augmenter method) random_2d_perlin() (in module anomalib.data.utils.generators) random_split() (in module anomalib.data.utils.split) read_depth_image() (in module anomalib.data.utils.image) read_image() (in module anomalib.data.utils.image) RegionExtractor (class in anomalib.models.image.rkde.region_extractor) (class in anomalib.models.video.ai_vad.regions) reset_distances() (anomalib.models.components.sampling.KCenterGreedy method) reshape_embedding() (anomalib.models.image.patchcore.torch_model.PatchcoreModel static method) Residual (class in anomalib.models.image.dsr.torch_model) ResidualStack (class in anomalib.models.image.dsr.torch_model) ReverseDistillation (class in anomalib.models.image.reverse_distillation.lightning_model) ReverseDistillationLoss (class in anomalib.models.image.reverse_distillation.loss) ReverseDistillationModel (class in anomalib.models.image.reverse_distillation.torch_model) Rkde (class in anomalib.models.image.rkde.lightning_model) RkdeModel (class in anomalib.models.image.rkde.torch_model) RoiStage (class in anomalib.models.image.rkde.region_extractor) run() (anomalib.pipelines.hpo.CometSweep method) (anomalib.pipelines.hpo.Sweep method) (anomalib.pipelines.hpo.WandbSweep method) S safe_extract() (in module anomalib.data.utils.download) sample_coreset() (anomalib.models.components.sampling.KCenterGreedy method) samples (anomalib.data.base.dataset.AnomalibDataset property) (anomalib.data.base.video.AnomalibVideoDataset property) save() (anomalib.loggers.AnomalibWandbLogger method) scale_boxes() (in module anomalib.data.utils.boxes) scales (anomalib.models.image.winclip.torch_model.WinClipModel attribute) score() (anomalib.models.image.dfm.torch_model.DFMModel method) score_samples() (anomalib.models.components.cluster.GaussianMixture method) (anomalib.models.image.dfm.torch_model.SingleClassGaussian method) select_coreset_idxs() (anomalib.models.components.sampling.KCenterGreedy method) setup() (anomalib.callbacks.LoadModelCallback method) (anomalib.data.base.datamodule.AnomalibDataModule method) (anomalib.data.base.dataset.AnomalibDataset method) (anomalib.models.image.winclip.lightning_model.WinClip method) (anomalib.models.image.winclip.torch_model.WinClipModel method) setup_sspcab() (anomalib.models.image.draem.lightning_model.Draem method) ShanghaiTech (class in anomalib.data.video.shanghaitech) ShanghaiTechDataset (class in anomalib.data.video.shanghaitech) ShanghaiTechTestClipsIndexer (class in anomalib.data.video.shanghaitech) ShanghaiTechTrainClipsIndexer (class in anomalib.data.video.shanghaitech) SingleClassGaussian (class in anomalib.models.image.dfm.torch_model) SparseRandomProjection (class in anomalib.models.components.dimensionality_reduction) Split (class in anomalib.data.utils.split) split_by_label() (in module anomalib.data.utils.split) state_dict() (anomalib.models.image.winclip.lightning_model.WinClip method) Stfpm (class in anomalib.models.image.stfpm.lightning_model) STFPMLoss (class in anomalib.models.image.stfpm.loss) STFPMModel (class in anomalib.models.image.stfpm.torch_model) StrideSizeError subcommands() (anomalib.cli.AnomalibCLI static method) subsample() (anomalib.data.base.dataset.AnomalibDataset method) subsample_embedding() (anomalib.models.image.patchcore.torch_model.PatchcoreModel method) subsample_regions() (anomalib.models.video.ai_vad.regions.RegionExtractor static method) SubspaceRestrictionModule (class in anomalib.models.image.dsr.torch_model) SubspaceRestrictionNetwork (class in anomalib.models.image.dsr.torch_model) Sweep (class in anomalib.pipelines.hpo) sweep() (anomalib.pipelines.hpo.WandbSweep method) SyntheticAnomalyDataset (class in anomalib.data.utils.synthetic) T teacher_channel_mean_std() (anomalib.models.image.efficient_ad.lightning_model.EfficientAd method) test (anomalib.cli.AnomalibCLI property) test() (anomalib.engine.Engine method) test_dataloader() (anomalib.data.base.datamodule.AnomalibDataModule method) test_step() (anomalib.models.image.ganomaly.lightning_model.Ganomaly method) TestSplitMode (class in anomalib.data.utils.split) text_embeddings (anomalib.models.image.winclip.torch_model.WinClipModel property) threshold_callback (anomalib.engine.Engine property) tile() (anomalib.data.utils.tiler.Tiler method) Tiler (class in anomalib.data.utils.tiler) TimerCallback (class in anomalib.callbacks) TimmFeatureExtractor (class in anomalib.models.components.feature_extractors) TorchFXFeatureExtractor (class in anomalib.models.components.feature_extractors) TorchInferencer (class in anomalib.deploy) train (anomalib.cli.AnomalibCLI property) train() (anomalib.engine.Engine method) train_dataloader() (anomalib.data.base.datamodule.AnomalibDataModule method) trainer (anomalib.engine.Engine property) trainer_arguments (anomalib.models.image.cfa.lightning_model.Cfa property) (anomalib.models.image.cflow.lightning_model.Cflow property) (anomalib.models.image.csflow.lightning_model.Csflow property) (anomalib.models.image.dfkde.lightning_model.Dfkde property) (anomalib.models.image.dfm.lightning_model.Dfm property) (anomalib.models.image.draem.lightning_model.Draem property) (anomalib.models.image.dsr.lightning_model.Dsr property) (anomalib.models.image.efficient_ad.lightning_model.EfficientAd property) (anomalib.models.image.fastflow.lightning_model.Fastflow property) (anomalib.models.image.ganomaly.lightning_model.Ganomaly property) (anomalib.models.image.padim.lightning_model.Padim property) (anomalib.models.image.patchcore.lightning_model.Patchcore property) (anomalib.models.image.reverse_distillation.lightning_model.ReverseDistillation property) (anomalib.models.image.rkde.lightning_model.Rkde property) (anomalib.models.image.stfpm.lightning_model.Stfpm property) (anomalib.models.image.winclip.lightning_model.WinClip property) (anomalib.models.video.ai_vad.lightning_model.AiVad property) training_step() (anomalib.models.image.cfa.lightning_model.Cfa method) (anomalib.models.image.cflow.lightning_model.Cflow method) (anomalib.models.image.csflow.lightning_model.Csflow method) (anomalib.models.image.dfkde.lightning_model.Dfkde method) (anomalib.models.image.dfm.lightning_model.Dfm method) (anomalib.models.image.draem.lightning_model.Draem method) (anomalib.models.image.dsr.lightning_model.Dsr method) (anomalib.models.image.efficient_ad.lightning_model.EfficientAd method) (anomalib.models.image.fastflow.lightning_model.Fastflow method) (anomalib.models.image.ganomaly.lightning_model.Ganomaly method) (anomalib.models.image.padim.lightning_model.Padim method) (anomalib.models.image.patchcore.lightning_model.Patchcore method) (anomalib.models.image.reverse_distillation.lightning_model.ReverseDistillation method) (anomalib.models.image.rkde.lightning_model.Rkde method) (anomalib.models.image.stfpm.lightning_model.Stfpm method) (anomalib.models.video.ai_vad.lightning_model.AiVad method) transform (anomalib.models.image.winclip.torch_model.WinClipModel property) transform() (anomalib.models.components.dimensionality_reduction.PCA method) (anomalib.models.components.dimensionality_reduction.SparseRandomProjection method) U UCSDped (class in anomalib.data.video.ucsd_ped) UCSDpedClipsIndexer (class in anomalib.data.video.ucsd_ped) UCSDpedDataset (class in anomalib.data.video.ucsd_ped) UnetDecoder (class in anomalib.models.image.dsr.torch_model) UnetEncoder (class in anomalib.models.image.dsr.torch_model) UnetModel (class in anomalib.models.image.dsr.torch_model) untile() (anomalib.data.utils.tiler.Tiler method) update() (anomalib.metrics.AnomalyScoreDistribution method) (anomalib.metrics.AUPR method) (anomalib.metrics.AUPRO method) (anomalib.metrics.AUROC method) (anomalib.metrics.ManualThreshold method) (anomalib.metrics.MinMax method) (anomalib.metrics.PRO method) (anomalib.models.video.ai_vad.density.BaseDensityEstimator method) (anomalib.models.video.ai_vad.density.CombinedDensityEstimator method) (anomalib.models.video.ai_vad.density.GMMEstimator method) (anomalib.models.video.ai_vad.density.GroupedKNNEstimator method) update_distances() (anomalib.models.components.sampling.KCenterGreedy method) update_to() (anomalib.data.utils.download.DownloadProgressBar method) upload_to_comet() (in module anomalib.pipelines.benchmarking) upload_to_wandb() (in module anomalib.pipelines.benchmarking) UpsamplingModule (class in anomalib.models.image.dsr.torch_model) upscale_image() (in module anomalib.data.utils.tiler) V val_dataloader() (anomalib.data.base.datamodule.AnomalibDataModule method) validate (anomalib.cli.AnomalibCLI property) validate() (anomalib.engine.Engine method) validation_step() (anomalib.models.image.cfa.lightning_model.Cfa method) (anomalib.models.image.cflow.lightning_model.Cflow method) (anomalib.models.image.csflow.lightning_model.Csflow method) (anomalib.models.image.dfkde.lightning_model.Dfkde method) (anomalib.models.image.dfm.lightning_model.Dfm method) (anomalib.models.image.draem.lightning_model.Draem method) (anomalib.models.image.dsr.lightning_model.Dsr method) (anomalib.models.image.efficient_ad.lightning_model.EfficientAd method) (anomalib.models.image.fastflow.lightning_model.Fastflow method) (anomalib.models.image.ganomaly.lightning_model.Ganomaly method) (anomalib.models.image.padim.lightning_model.Padim method) (anomalib.models.image.patchcore.lightning_model.Patchcore method) (anomalib.models.image.reverse_distillation.lightning_model.ReverseDistillation method) (anomalib.models.image.rkde.lightning_model.Rkde method) (anomalib.models.image.stfpm.lightning_model.Stfpm method) (anomalib.models.image.winclip.lightning_model.WinClip method) (anomalib.models.video.ai_vad.lightning_model.AiVad method) ValSplitMode (class in anomalib.data.utils.split) VectorQuantizer (class in anomalib.models.image.dsr.torch_model) VelocityExtractor (class in anomalib.models.video.ai_vad.features) VideoTargetFrame (class in anomalib.data.base.video) Visa (class in anomalib.data.image.visa) VisaDataset (class in anomalib.data.image.visa) visual_embeddings (anomalib.models.image.winclip.torch_model.WinClipModel property) vq_vae_bot (anomalib.models.image.dsr.torch_model.DiscreteLatentModel property) vq_vae_top (anomalib.models.image.dsr.torch_model.DiscreteLatentModel property) W WandbSweep (class in anomalib.pipelines.hpo) weights_init() (anomalib.models.image.ganomaly.torch_model.GanomalyModel static method) WinClip (class in anomalib.models.image.winclip.lightning_model) WinClipModel (class in anomalib.models.image.winclip.torch_model) write_metrics() (in module anomalib.pipelines.benchmarking)
