Index

_

__init__() (fusionlab.datasets.cinc2017.ECGCSVClassificationDataset method) (fusionlab.datasets.ECGCSVClassificationDataset method) (fusionlab.datasets.LSTimeSegDataset method) (fusionlab.datasets.utils.LSTimeClassificationDataset method) (fusionlab.datasets.utils.LSTimeSegDataset method) (fusionlab.encoders.EfficientNet method) (fusionlab.encoders.efficientnet.efficientnet.EfficientNet method) (fusionlab.encoders.ViT method) (fusionlab.encoders.vit.vit.MLPBlock method) (fusionlab.encoders.vit.vit.TransformerBlock method) (fusionlab.encoders.vit.vit.ViT method) (fusionlab.layers.patch_embed.patch_embedding.PatchEmbedding method) (fusionlab.layers.PatchEmbedding method) (fusionlab.layers.selfattention.selfattention.SelfAttention method) (fusionlab.layers.selfattention.selfattention.SRAttention method) (fusionlab.losses.DiceCELoss method) (fusionlab.losses.DiceLoss method) (fusionlab.losses.IoULoss method) (fusionlab.losses.TFDiceCE method) (fusionlab.losses.TFDiceLoss method) (fusionlab.losses.TFIoULoss method) (fusionlab.losses.TFTverskyLoss method) (fusionlab.losses.TverskyLoss method) (fusionlab.metrics.DiceScore method) (fusionlab.metrics.IoUScore method) (fusionlab.segmentation.resunet.resunet.Decoder method) (fusionlab.segmentation.resunet.resunet.Head method) (fusionlab.segmentation.resunet.tfresunet.Decoder method) (fusionlab.segmentation.resunet.tfresunet.Head method) (fusionlab.segmentation.TFUNet method) (fusionlab.segmentation.UNet method) (fusionlab.segmentation.unet.tfunet.Decoder method) (fusionlab.segmentation.unet.tfunet.DecoderBlock method) (fusionlab.segmentation.unet.tfunet.Encoder method) (fusionlab.segmentation.unet.tfunet.Head method) (fusionlab.segmentation.unet.tfunet.TFUNet method) (fusionlab.segmentation.unet.unet.Decoder method) (fusionlab.segmentation.unet.unet.DecoderBlock method) (fusionlab.segmentation.unet.unet.Encoder method) (fusionlab.segmentation.unet.unet.Head method) (fusionlab.segmentation.unet.unet.UNet method) (fusionlab.segmentation.unet2plus.tfunet2plus.Encoder method) (fusionlab.segmentation.unet2plus.tfunet2plus.Head method) (fusionlab.segmentation.unet2plus.unet2plus.Encoder method) (fusionlab.segmentation.unet2plus.unet2plus.Head method) (fusionlab.segmentation.UNETR method) (fusionlab.segmentation.unetr.unetr.UNETR method) (fusionlab.segmentation.unetr.unetr.UnetrPrUpBlock method) (fusionlab.segmentation.unetr.unetr.UnetrUpBlock method)

A

AdaptiveAvgPool (class in fusionlab.layers) (class in fusionlab.layers.factories) AdaptiveMaxPool (class in fusionlab.layers) (class in fusionlab.layers.factories) adjust_depth() (fusionlab.encoders.efficientnet.efficientnet.MBConvConfig static method)

AlexNet (class in fusionlab.encoders) (class in fusionlab.encoders.alexnet.alexnet) Attention (class in fusionlab.segmentation.transunet.transunet) autopad() (in module fusionlab.utils) AvgPool (class in fusionlab.layers) (class in fusionlab.layers.factories)

B

BasicBlock (class in fusionlab.segmentation.unet.tfunet) (class in fusionlab.segmentation.unet.unet) (class in fusionlab.segmentation.unet2plus.tfunet2plus) (class in fusionlab.segmentation.unet2plus.unet2plus) BatchNorm (class in fusionlab.layers) (class in fusionlab.layers.factories) bias (fusionlab.segmentation.transunet.transunet.StdConv2d attribute) Block (class in fusionlab.encoders.convnext.convnext)

block (fusionlab.encoders.efficientnet.efficientnet.MBConvConfig attribute) Bottleneck (class in fusionlab.encoders.resnetv1.tfresnetv1) Bridger (class in fusionlab.segmentation.resunet.resunet) (class in fusionlab.segmentation.resunet.tfresunet) (class in fusionlab.segmentation.unet.tfunet) (class in fusionlab.segmentation.unet.unet) (class in fusionlab.segmentation.unet2plus.tfunet2plus) (class in fusionlab.segmentation.unet2plus.unet2plus)

C

call() (fusionlab.encoders.alexnet.tfalexnet.TFAlexNet method) (fusionlab.encoders.inceptionv1.tfinceptionv1.ConvBlock method) (fusionlab.encoders.inceptionv1.tfinceptionv1.InceptionBlock method) (fusionlab.encoders.inceptionv1.tfinceptionv1.TFInceptionNetV1 method) (fusionlab.encoders.resnetv1.tfresnetv1.Bottleneck method) (fusionlab.encoders.resnetv1.tfresnetv1.ConvBlock method) (fusionlab.encoders.resnetv1.tfresnetv1.Identity method) (fusionlab.encoders.resnetv1.tfresnetv1.TFResNet50V1 method) (fusionlab.encoders.vgg.tfvgg.TFVGG16 method) (fusionlab.encoders.vgg.tfvgg.TFVGG19 method) (fusionlab.layers.squeeze_excitation.tfse.TFSEModule method) (fusionlab.layers.TFSEModule method) (fusionlab.losses.TFDiceCE method) (fusionlab.losses.TFDiceLoss method) (fusionlab.losses.TFIoULoss method) (fusionlab.losses.TFTverskyLoss method) (fusionlab.segmentation.resunet.tfresunet.Bridger method) (fusionlab.segmentation.resunet.tfresunet.Decoder method) (fusionlab.segmentation.resunet.tfresunet.DecoderBlock method) (fusionlab.segmentation.resunet.tfresunet.Encoder method) (fusionlab.segmentation.resunet.tfresunet.ResConv method) (fusionlab.segmentation.resunet.tfresunet.Stem method) (fusionlab.segmentation.tfbase.TFSegmentationModel method) (fusionlab.segmentation.unet.tfunet.Bridger method) (fusionlab.segmentation.unet.tfunet.Decoder method) (fusionlab.segmentation.unet.tfunet.DecoderBlock method) (fusionlab.segmentation.unet.tfunet.Encoder method) (fusionlab.segmentation.unet2plus.tfunet2plus.Bridger method) (fusionlab.segmentation.unet2plus.tfunet2plus.Decoder method) (fusionlab.segmentation.unet2plus.tfunet2plus.Encoder method) CNNClassificationModel (class in fusionlab.classification.base)

ConstantPad (class in fusionlab.layers) (class in fusionlab.layers.factories) conv1x1() (in module fusionlab.segmentation.transunet.transunet) Conv2dReLU (class in fusionlab.segmentation.transunet.transunet) conv3x3() (in module fusionlab.segmentation.transunet.transunet) ConvBlock (class in fusionlab.encoders.inceptionv1.inceptionv1) (class in fusionlab.encoders.inceptionv1.tfinceptionv1) (class in fusionlab.encoders.resnetv1.tfresnetv1) convert_labelme_json2mask() (in module fusionlab.utils) convert_mat_to_csv() (in module fusionlab.datasets) (in module fusionlab.datasets.cinc2017) ConvModule (class in fusionlab.segmentation.segformer.segformer) ConvND (class in fusionlab.layers) (class in fusionlab.layers.factories) ConvNeXt (class in fusionlab.encoders) (class in fusionlab.encoders.convnext.convnext) ConvNeXtBase (class in fusionlab.encoders) (class in fusionlab.encoders.convnext.convnext) ConvNeXtLarge (class in fusionlab.encoders) (class in fusionlab.encoders.convnext.convnext) ConvNeXtSmall (class in fusionlab.encoders) (class in fusionlab.encoders.convnext.convnext) ConvNeXtTiny (class in fusionlab.encoders) (class in fusionlab.encoders.convnext.convnext) ConvNeXtXLarge (class in fusionlab.encoders) (class in fusionlab.encoders.convnext.convnext) ConvNormAct (class in fusionlab.layers) (class in fusionlab.layers.base) ConvT (class in fusionlab.layers) (class in fusionlab.layers.factories) count_parameters() (in module fusionlab.datasets.utils)

D

DCGANTrainer (class in fusionlab.trainers.dcgan) Decoder (class in fusionlab.segmentation.resunet.resunet) (class in fusionlab.segmentation.resunet.tfresunet) (class in fusionlab.segmentation.unet.tfunet) (class in fusionlab.segmentation.unet.unet) (class in fusionlab.segmentation.unet2plus.tfunet2plus) (class in fusionlab.segmentation.unet2plus.unet2plus) DecoderBlock (class in fusionlab.segmentation.resunet.resunet) (class in fusionlab.segmentation.resunet.tfresunet) (class in fusionlab.segmentation.transunet.transunet) (class in fusionlab.segmentation.unet.tfunet) (class in fusionlab.segmentation.unet.unet)

dice_score() (in module fusionlab.functional.dice) DiceCELoss (class in fusionlab.losses) DiceLoss (class in fusionlab.losses) DiceScore (class in fusionlab.metrics) dilation (fusionlab.segmentation.transunet.transunet.StdConv2d attribute) Discriminator (class in fusionlab.trainers.dcgan) download_file() (in module fusionlab.datasets) (in module fusionlab.datasets.utils)

E

ECGClassificationDataset (class in fusionlab.datasets) (class in fusionlab.datasets.a12lead) ECGCSVClassificationDataset (class in fusionlab.datasets) (class in fusionlab.datasets.cinc2017) EfficientNet (class in fusionlab.encoders) (class in fusionlab.encoders.efficientnet.efficientnet) EfficientNetB0 (class in fusionlab.encoders) (class in fusionlab.encoders.efficientnet.efficientnet) EfficientNetB1 (class in fusionlab.encoders) (class in fusionlab.encoders.efficientnet.efficientnet) EfficientNetB2 (class in fusionlab.encoders) (class in fusionlab.encoders.efficientnet.efficientnet) EfficientNetB3 (class in fusionlab.encoders) (class in fusionlab.encoders.efficientnet.efficientnet) EfficientNetB4 (class in fusionlab.encoders) (class in fusionlab.encoders.efficientnet.efficientnet)

EfficientNetB5 (class in fusionlab.encoders) (class in fusionlab.encoders.efficientnet.efficientnet) EfficientNetB6 (class in fusionlab.encoders) (class in fusionlab.encoders.efficientnet.efficientnet) EfficientNetB7 (class in fusionlab.encoders) (class in fusionlab.encoders.efficientnet.efficientnet) Embeddings (class in fusionlab.segmentation.transunet.transunet) Encoder (class in fusionlab.segmentation.resunet.resunet) (class in fusionlab.segmentation.resunet.tfresunet) (class in fusionlab.segmentation.unet.tfunet) (class in fusionlab.segmentation.unet.unet) (class in fusionlab.segmentation.unet2plus.tfunet2plus) (class in fusionlab.segmentation.unet2plus.unet2plus) expand_ratio (fusionlab.encoders.efficientnet.efficientnet.MBConvConfig attribute) extract_signal_label() (fusionlab.datasets.ludb.LUDBDataset method) (fusionlab.datasets.LUDBDataset method)

F

fit() (fusionlab.trainers.dcgan.DCGANTrainer method) (fusionlab.trainers.trainer.Trainer method) forward() (fusionlab.classification.base.CNNClassificationModel method) (fusionlab.classification.base.HFClassificationModel method) (fusionlab.classification.base.RNNClassificationModel method) (fusionlab.encoders.AlexNet method) (fusionlab.encoders.alexnet.alexnet.AlexNet method) (fusionlab.encoders.ConvNeXt method) (fusionlab.encoders.convnext.convnext.Block method) (fusionlab.encoders.convnext.convnext.ConvNeXt method) (fusionlab.encoders.convnext.convnext.LayerNorm method) (fusionlab.encoders.EfficientNet method) (fusionlab.encoders.efficientnet.efficientnet.EfficientNet method) (fusionlab.encoders.efficientnet.efficientnet.MBConv method) (fusionlab.encoders.InceptionNetV1 method) (fusionlab.encoders.inceptionv1.inceptionv1.ConvBlock method) (fusionlab.encoders.inceptionv1.inceptionv1.InceptionBlock method) (fusionlab.encoders.inceptionv1.inceptionv1.InceptionNetV1 method) (fusionlab.encoders.MiT method) (fusionlab.encoders.mit.mit.MiT method) (fusionlab.encoders.mit.mit.MiTBlock method) (fusionlab.encoders.mit.mit.MLP method) (fusionlab.encoders.mit.mit.PatchEmbed method) (fusionlab.encoders.ResNet method) (fusionlab.encoders.resnetv1.resnetv1.ResNet method) (fusionlab.encoders.vgg.vgg.VGG16 method) (fusionlab.encoders.vgg.vgg.VGG19 method) (fusionlab.encoders.VGG16 method) (fusionlab.encoders.VGG19 method) (fusionlab.encoders.ViT method) (fusionlab.encoders.vit.vit.MLPBlock method) (fusionlab.encoders.vit.vit.TransformerBlock method) (fusionlab.encoders.vit.vit.ViT method) (fusionlab.layers.base.ConvNormAct method) (fusionlab.layers.base.Rearrange method) (fusionlab.layers.ConvNormAct method) (fusionlab.layers.patch_embed.patch_embedding.PatchEmbedding method) (fusionlab.layers.PatchEmbedding method) (fusionlab.layers.Rearrange method) (fusionlab.layers.selfattention.selfattention.SelfAttention method) (fusionlab.layers.selfattention.selfattention.SRAttention method) (fusionlab.layers.SEModule method) (fusionlab.layers.squeeze_excitation.se.SEModule method) (fusionlab.losses.DiceCELoss method) (fusionlab.losses.DiceLoss method) (fusionlab.losses.IoULoss method) (fusionlab.losses.TverskyLoss method) (fusionlab.metrics.DiceScore method) (fusionlab.metrics.IoUScore method) (fusionlab.segmentation.base.HFSegmentationModel method) (fusionlab.segmentation.base.SegmentationModel method) (fusionlab.segmentation.HFSegmentationModel method) (fusionlab.segmentation.resunet.resunet.Bridger method) (fusionlab.segmentation.resunet.resunet.Decoder method) (fusionlab.segmentation.resunet.resunet.DecoderBlock method) (fusionlab.segmentation.resunet.resunet.Encoder method) (fusionlab.segmentation.resunet.resunet.ResConv method) (fusionlab.segmentation.resunet.resunet.Stem method) (fusionlab.segmentation.SegFormer method) (fusionlab.segmentation.segformer.segformer.ConvModule method) (fusionlab.segmentation.segformer.segformer.MLP method) (fusionlab.segmentation.segformer.segformer.SegFormer method) (fusionlab.segmentation.segformer.segformer.SegFormerHead method) (fusionlab.segmentation.TransUNet method) (fusionlab.segmentation.transunet.transunet.Attention method) (fusionlab.segmentation.transunet.transunet.DecoderBlock method) (fusionlab.segmentation.transunet.transunet.Embeddings method) (fusionlab.segmentation.transunet.transunet.MLP method) (fusionlab.segmentation.transunet.transunet.PreActBottleneck method) (fusionlab.segmentation.transunet.transunet.ResNetV2 method) (fusionlab.segmentation.transunet.transunet.StdConv2d method) (fusionlab.segmentation.transunet.transunet.Transformer method) (fusionlab.segmentation.transunet.transunet.TransformerEncoder method) (fusionlab.segmentation.transunet.transunet.TransformerEncoderBlock method) (fusionlab.segmentation.transunet.transunet.TransUNet method) (fusionlab.segmentation.transunet.transunet.TransUNetDecoder method) (fusionlab.segmentation.unet.unet.Bridger method) (fusionlab.segmentation.unet.unet.Decoder method) (fusionlab.segmentation.unet.unet.DecoderBlock method) (fusionlab.segmentation.unet.unet.Encoder method) (fusionlab.segmentation.unet2plus.unet2plus.Bridger method) (fusionlab.segmentation.unet2plus.unet2plus.Decoder method) (fusionlab.segmentation.unet2plus.unet2plus.Encoder method) (fusionlab.segmentation.UNETR method) (fusionlab.segmentation.unetr.unetr.UNETR method) (fusionlab.segmentation.unetr.unetr.UnetrBasicBlock method) (fusionlab.segmentation.unetr.unetr.UnetrPrUpBlock method) (fusionlab.segmentation.unetr.unetr.UnetrUpBlock method) (fusionlab.trainers.dcgan.Discriminator method) (fusionlab.trainers.dcgan.Generator method) forward_features() (fusionlab.encoders.convnext.convnext.ConvNeXt method) (fusionlab.encoders.resnetv1.resnetv1.ResNet method) fusionlab module fusionlab.classification module fusionlab.classification.base module fusionlab.classification.lstm module fusionlab.classification.vgg module fusionlab.configs module fusionlab.datasets module, [1] fusionlab.datasets.a12lead module fusionlab.datasets.cinc2017 module fusionlab.datasets.csvread module fusionlab.datasets.ludb module fusionlab.datasets.muse module fusionlab.datasets.utils module fusionlab.encoders module, [1]

fusionlab.encoders.alexnet module fusionlab.encoders.alexnet.alexnet module fusionlab.encoders.alexnet.tfalexnet module fusionlab.encoders.convnext module fusionlab.encoders.convnext.convnext module fusionlab.encoders.efficientnet module fusionlab.encoders.efficientnet.efficientnet module fusionlab.encoders.inceptionv1 module fusionlab.encoders.inceptionv1.inceptionv1 module fusionlab.encoders.inceptionv1.tfinceptionv1 module fusionlab.encoders.mit module fusionlab.encoders.mit.mit module fusionlab.encoders.resnetv1 module fusionlab.encoders.resnetv1.resnetv1 module fusionlab.encoders.resnetv1.tfresnetv1 module fusionlab.encoders.vgg module fusionlab.encoders.vgg.tfvgg module fusionlab.encoders.vgg.vgg module fusionlab.encoders.vit module fusionlab.encoders.vit.vit module fusionlab.functional module fusionlab.functional.dice module fusionlab.functional.iou module fusionlab.functional.tfdice module fusionlab.functional.tfiou module fusionlab.layers module, [1] fusionlab.layers.base module fusionlab.layers.factories module fusionlab.layers.patch_embed module fusionlab.layers.patch_embed.patch_embedding module fusionlab.layers.selfattention module fusionlab.layers.selfattention.selfattention module fusionlab.layers.squeeze_excitation module fusionlab.layers.squeeze_excitation.se module fusionlab.layers.squeeze_excitation.tfse module fusionlab.losses module fusionlab.metrics module fusionlab.segmentation module, [1] fusionlab.segmentation.base module fusionlab.segmentation.resunet module fusionlab.segmentation.resunet.resunet module fusionlab.segmentation.resunet.tfresunet module fusionlab.segmentation.segformer module fusionlab.segmentation.segformer.segformer module fusionlab.segmentation.tfbase module fusionlab.segmentation.transunet module fusionlab.segmentation.transunet.transunet module fusionlab.segmentation.unet module fusionlab.segmentation.unet.tfunet module fusionlab.segmentation.unet.unet module fusionlab.segmentation.unet2plus module fusionlab.segmentation.unet2plus.tfunet2plus module fusionlab.segmentation.unet2plus.unet2plus module fusionlab.segmentation.unetr module fusionlab.segmentation.unetr.unetr module fusionlab.trainers module fusionlab.trainers.dcgan module fusionlab.trainers.test module fusionlab.trainers.trainer module fusionlab.utils module

G

GEMuseXMLReader (class in fusionlab.datasets) (class in fusionlab.datasets.muse) Generator (class in fusionlab.trainers.dcgan) get_annotation() (fusionlab.datasets.ludb.LUDBDataset method)

get_segment_annotation() (fusionlab.datasets.ludb.LUDBDataset method) get_signal() (fusionlab.datasets.ludb.LUDBDataset method) (fusionlab.datasets.LUDBDataset method) getLead() (fusionlab.datasets.muse.GEMuseXMLReader method) groups (fusionlab.segmentation.transunet.transunet.StdConv2d attribute)

H

Head (class in fusionlab.segmentation.resunet.resunet) (class in fusionlab.segmentation.resunet.tfresunet) (class in fusionlab.segmentation.unet.tfunet) (class in fusionlab.segmentation.unet.unet) (class in fusionlab.segmentation.unet2plus.tfunet2plus) (class in fusionlab.segmentation.unet2plus.unet2plus)

HFClassificationModel (class in fusionlab.classification.base) HFDataset (class in fusionlab.datasets) (class in fusionlab.datasets.utils) HFSegmentationModel (class in fusionlab.segmentation) (class in fusionlab.segmentation.base)

I

Identity (class in fusionlab.encoders.resnetv1.tfresnetv1) in_channels (fusionlab.segmentation.transunet.transunet.StdConv2d attribute) InceptionBlock (class in fusionlab.encoders.inceptionv1.inceptionv1) (class in fusionlab.encoders.inceptionv1.tfinceptionv1) InceptionNetV1 (class in fusionlab.encoders) (class in fusionlab.encoders.inceptionv1.inceptionv1)

input_channels (fusionlab.encoders.efficientnet.efficientnet.MBConvConfig attribute) InstanceNorm (class in fusionlab.layers) iou_score() (in module fusionlab.functional.iou) IoULoss (class in fusionlab.losses) IoUScore (class in fusionlab.metrics)

J

jaccard_score() (in module fusionlab.functional.iou)

JaccardScore (in module fusionlab.metrics)

K

kernel (fusionlab.encoders.efficientnet.efficientnet.MBConvConfig attribute)

kernel_size (fusionlab.segmentation.transunet.transunet.StdConv2d attribute)

L

LayerNorm (class in fusionlab.encoders.convnext.convnext) LSTimeClassificationDataset (class in fusionlab.datasets.utils) LSTimeSegDataset (class in fusionlab.datasets) (class in fusionlab.datasets.utils)

LSTMClassifier (class in fusionlab.classification.lstm) LUDBDataset (class in fusionlab.datasets) (class in fusionlab.datasets.ludb)

M

make_ntuple() (in module fusionlab.utils) map_annotaion_to_label_seq() (fusionlab.datasets.ludb.LUDBDataset method) (fusionlab.datasets.LUDBDataset method) MaxPool (class in fusionlab.layers) (class in fusionlab.layers.factories) MBConv (class in fusionlab.encoders.efficientnet.efficientnet) MBConvConfig (class in fusionlab.encoders.efficientnet.efficientnet) MiT (class in fusionlab.encoders) (class in fusionlab.encoders.mit.mit) MiTB0 (class in fusionlab.encoders) (class in fusionlab.encoders.mit.mit) MiTB1 (class in fusionlab.encoders) (class in fusionlab.encoders.mit.mit) MiTB2 (class in fusionlab.encoders) (class in fusionlab.encoders.mit.mit) MiTB3 (class in fusionlab.encoders) (class in fusionlab.encoders.mit.mit) MiTB4 (class in fusionlab.encoders) (class in fusionlab.encoders.mit.mit) MiTB5 (class in fusionlab.encoders) (class in fusionlab.encoders.mit.mit) MiTBlock (class in fusionlab.encoders.mit.mit) MLP (class in fusionlab.encoders.mit.mit) (class in fusionlab.segmentation.segformer.segformer) (class in fusionlab.segmentation.transunet.transunet) MLPBlock (class in fusionlab.encoders.vit.vit) module fusionlab fusionlab.classification fusionlab.classification.base fusionlab.classification.lstm fusionlab.classification.vgg fusionlab.configs fusionlab.datasets, [1] fusionlab.datasets.a12lead fusionlab.datasets.cinc2017 fusionlab.datasets.csvread fusionlab.datasets.ludb fusionlab.datasets.muse fusionlab.datasets.utils fusionlab.encoders, [1] fusionlab.encoders.alexnet fusionlab.encoders.alexnet.alexnet fusionlab.encoders.alexnet.tfalexnet fusionlab.encoders.convnext fusionlab.encoders.convnext.convnext fusionlab.encoders.efficientnet fusionlab.encoders.efficientnet.efficientnet fusionlab.encoders.inceptionv1 fusionlab.encoders.inceptionv1.inceptionv1 fusionlab.encoders.inceptionv1.tfinceptionv1 fusionlab.encoders.mit fusionlab.encoders.mit.mit fusionlab.encoders.resnetv1 fusionlab.encoders.resnetv1.resnetv1 fusionlab.encoders.resnetv1.tfresnetv1 fusionlab.encoders.vgg fusionlab.encoders.vgg.tfvgg fusionlab.encoders.vgg.vgg fusionlab.encoders.vit fusionlab.encoders.vit.vit fusionlab.functional fusionlab.functional.dice fusionlab.functional.iou fusionlab.functional.tfdice fusionlab.functional.tfiou fusionlab.layers, [1] fusionlab.layers.base fusionlab.layers.factories fusionlab.layers.patch_embed fusionlab.layers.patch_embed.patch_embedding fusionlab.layers.selfattention fusionlab.layers.selfattention.selfattention fusionlab.layers.squeeze_excitation fusionlab.layers.squeeze_excitation.se fusionlab.layers.squeeze_excitation.tfse fusionlab.losses fusionlab.metrics fusionlab.segmentation, [1] fusionlab.segmentation.base fusionlab.segmentation.resunet fusionlab.segmentation.resunet.resunet fusionlab.segmentation.resunet.tfresunet fusionlab.segmentation.segformer fusionlab.segmentation.segformer.segformer fusionlab.segmentation.tfbase fusionlab.segmentation.transunet fusionlab.segmentation.transunet.transunet fusionlab.segmentation.unet fusionlab.segmentation.unet.tfunet fusionlab.segmentation.unet.unet fusionlab.segmentation.unet2plus fusionlab.segmentation.unet2plus.tfunet2plus fusionlab.segmentation.unet2plus.unet2plus fusionlab.segmentation.unetr fusionlab.segmentation.unetr.unetr fusionlab.trainers fusionlab.trainers.dcgan fusionlab.trainers.test fusionlab.trainers.trainer fusionlab.utils

N

num_layers (fusionlab.encoders.efficientnet.efficientnet.MBConvConfig attribute)

O

on_epoch_begin() (fusionlab.trainers.trainer.Trainer method) on_epoch_end() (fusionlab.trainers.trainer.Trainer method) on_fit_begin() (fusionlab.trainers.trainer.Trainer method)

on_fit_end() (fusionlab.trainers.trainer.Trainer method) out_channels (fusionlab.encoders.efficientnet.efficientnet.MBConvConfig attribute) (fusionlab.segmentation.transunet.transunet.StdConv2d attribute) output_padding (fusionlab.segmentation.transunet.transunet.StdConv2d attribute)

P

padding (fusionlab.segmentation.transunet.transunet.StdConv2d attribute) padding_mode (fusionlab.segmentation.transunet.transunet.StdConv2d attribute) PatchEmbed (class in fusionlab.encoders.mit.mit) PatchEmbedding (class in fusionlab.layers) (class in fusionlab.layers.patch_embed.patch_embedding) plot() (in module fusionlab.datasets) (in module fusionlab.datasets.ludb)

plot_channels() (in module fusionlab.utils) plot_leads() (in module fusionlab.datasets.ludb) PreActBottleneck (class in fusionlab.segmentation.transunet.transunet) preprocess() (fusionlab.datasets.utils.LSTimeClassificationDataset method) (fusionlab.datasets.utils.LSTimeSegDataset method) process_annotation() (fusionlab.datasets.ludb.LUDBDataset method) (fusionlab.datasets.LUDBDataset method) proj_feat() (fusionlab.segmentation.unetr.unetr.UNETR method)

R

read_csv() (in module fusionlab.datasets) (in module fusionlab.datasets.csvread) Rearrange (class in fusionlab.layers) (class in fusionlab.layers.base) ReplicationPad (class in fusionlab.layers) (class in fusionlab.layers.factories) ResConv (class in fusionlab.segmentation.resunet.resunet) (class in fusionlab.segmentation.resunet.tfresunet) ResNet (class in fusionlab.encoders) (class in fusionlab.encoders.resnetv1.resnetv1) ResNet101 (class in fusionlab.encoders) (class in fusionlab.encoders.resnetv1.resnetv1)

ResNet152 (class in fusionlab.encoders) (class in fusionlab.encoders.resnetv1.resnetv1) ResNet18 (class in fusionlab.encoders) (class in fusionlab.encoders.resnetv1.resnetv1) ResNet34 (class in fusionlab.encoders) (class in fusionlab.encoders.resnetv1.resnetv1) ResNet50 (class in fusionlab.encoders) (class in fusionlab.encoders.resnetv1.resnetv1) ResNetV1 (in module fusionlab.encoders.resnetv1.resnetv1) ResNetV2 (class in fusionlab.segmentation.transunet.transunet) ResUNet (class in fusionlab.segmentation) (class in fusionlab.segmentation.resunet.resunet) RNNClassificationModel (class in fusionlab.classification.base)

S

saveHeader() (fusionlab.datasets.muse.GEMuseXMLReader method) saveNumpyArray() (fusionlab.datasets.muse.GEMuseXMLReader method) saveToCSV() (fusionlab.datasets.muse.GEMuseXMLReader method) saveToExcel() (fusionlab.datasets.muse.GEMuseXMLReader method) saveToJson() (fusionlab.datasets.muse.GEMuseXMLReader method) saveToOPS() (fusionlab.datasets.muse.GEMuseXMLReader method) saveToPandasCSV() (fusionlab.datasets.muse.GEMuseXMLReader method) SegFormer (class in fusionlab.segmentation) (class in fusionlab.segmentation.segformer.segformer) SegFormerHead (class in fusionlab.segmentation.segformer.segformer) SegmentationHead (class in fusionlab.segmentation.transunet.transunet)

SegmentationModel (class in fusionlab.segmentation.base) SelfAttention (class in fusionlab.layers.selfattention.selfattention) SEModule (class in fusionlab.layers) (class in fusionlab.layers.squeeze_excitation.se) show_classtree() (in module fusionlab.utils) SRAttention (class in fusionlab.layers.selfattention.selfattention) standardize_tensor() (in module fusionlab.datasets.utils) StdConv2d (class in fusionlab.segmentation.transunet.transunet) Stem (class in fusionlab.segmentation.resunet.resunet) (class in fusionlab.segmentation.resunet.tfresunet) stride (fusionlab.encoders.efficientnet.efficientnet.MBConvConfig attribute) (fusionlab.segmentation.transunet.transunet.StdConv2d attribute)

T

tf_dice_score() (in module fusionlab.functional.tfdice) tf_iou_score() (in module fusionlab.functional.tfiou) tf_jaccard_score() (in module fusionlab.functional.tfiou) TFAlexNet (class in fusionlab.encoders.alexnet.tfalexnet) TFDiceCE (class in fusionlab.losses) TFDiceLoss (class in fusionlab.losses) TFInceptionNetV1 (class in fusionlab.encoders.inceptionv1.tfinceptionv1) TFIoULoss (class in fusionlab.losses) TFResNet50V1 (class in fusionlab.encoders.resnetv1.tfresnetv1) TFResUNet (class in fusionlab.segmentation) (class in fusionlab.segmentation.resunet.tfresunet) TFSegmentationModel (class in fusionlab.segmentation.tfbase) TFSEModule (class in fusionlab.layers) (class in fusionlab.layers.squeeze_excitation.tfse) TFTverskyLoss (class in fusionlab.losses) TFUNet (class in fusionlab.segmentation) (class in fusionlab.segmentation.unet.tfunet) TFUNet2plus (class in fusionlab.segmentation) (class in fusionlab.segmentation.unet2plus.tfunet2plus) TFVGG16 (class in fusionlab.encoders.vgg.tfvgg) TFVGG19 (class in fusionlab.encoders.vgg.tfvgg) train_epoch() (fusionlab.trainers.trainer.Trainer method) train_step() (fusionlab.trainers.dcgan.DCGANTrainer method) (fusionlab.trainers.trainer.Trainer method) Trainer (class in fusionlab.trainers.trainer) training (fusionlab.classification.base.CNNClassificationModel attribute) (fusionlab.classification.base.HFClassificationModel attribute) (fusionlab.classification.base.RNNClassificationModel attribute) (fusionlab.classification.lstm.LSTMClassifier attribute) (fusionlab.classification.vgg.VGG16Classifier attribute) (fusionlab.classification.vgg.VGG19Classifier attribute) (fusionlab.encoders.alexnet.alexnet.AlexNet attribute) (fusionlab.encoders.convnext.convnext.Block attribute) (fusionlab.encoders.convnext.convnext.ConvNeXt attribute) (fusionlab.encoders.convnext.convnext.ConvNeXtBase attribute) (fusionlab.encoders.convnext.convnext.ConvNeXtLarge attribute) (fusionlab.encoders.convnext.convnext.ConvNeXtSmall attribute) (fusionlab.encoders.convnext.convnext.ConvNeXtTiny attribute) (fusionlab.encoders.convnext.convnext.ConvNeXtXLarge attribute) (fusionlab.encoders.convnext.convnext.LayerNorm attribute) (fusionlab.encoders.efficientnet.efficientnet.EfficientNet attribute) (fusionlab.encoders.efficientnet.efficientnet.EfficientNetB0 attribute) (fusionlab.encoders.efficientnet.efficientnet.EfficientNetB1 attribute) (fusionlab.encoders.efficientnet.efficientnet.EfficientNetB2 attribute) (fusionlab.encoders.efficientnet.efficientnet.EfficientNetB3 attribute) (fusionlab.encoders.efficientnet.efficientnet.EfficientNetB4 attribute) (fusionlab.encoders.efficientnet.efficientnet.EfficientNetB5 attribute) (fusionlab.encoders.efficientnet.efficientnet.EfficientNetB6 attribute) (fusionlab.encoders.efficientnet.efficientnet.EfficientNetB7 attribute) (fusionlab.encoders.efficientnet.efficientnet.MBConv attribute) (fusionlab.encoders.inceptionv1.inceptionv1.ConvBlock attribute) (fusionlab.encoders.inceptionv1.inceptionv1.InceptionBlock attribute) (fusionlab.encoders.inceptionv1.inceptionv1.InceptionNetV1 attribute) (fusionlab.encoders.mit.mit.MiT attribute) (fusionlab.encoders.mit.mit.MiTB0 attribute) (fusionlab.encoders.mit.mit.MiTB1 attribute) (fusionlab.encoders.mit.mit.MiTB2 attribute) (fusionlab.encoders.mit.mit.MiTB3 attribute) (fusionlab.encoders.mit.mit.MiTB4 attribute) (fusionlab.encoders.mit.mit.MiTB5 attribute) (fusionlab.encoders.mit.mit.MiTBlock attribute) (fusionlab.encoders.mit.mit.MLP attribute) (fusionlab.encoders.mit.mit.PatchEmbed attribute) (fusionlab.encoders.resnetv1.resnetv1.ResNet attribute) (fusionlab.encoders.resnetv1.resnetv1.ResNet101 attribute) (fusionlab.encoders.resnetv1.resnetv1.ResNet152 attribute) (fusionlab.encoders.resnetv1.resnetv1.ResNet18 attribute) (fusionlab.encoders.resnetv1.resnetv1.ResNet34 attribute) (fusionlab.encoders.resnetv1.resnetv1.ResNet50 attribute) (fusionlab.encoders.vgg.vgg.VGG16 attribute) (fusionlab.encoders.vgg.vgg.VGG19 attribute) (fusionlab.encoders.vit.vit.MLPBlock attribute) (fusionlab.encoders.vit.vit.TransformerBlock attribute) (fusionlab.encoders.vit.vit.ViT attribute) (fusionlab.layers.base.ConvNormAct attribute) (fusionlab.layers.base.Rearrange attribute) (fusionlab.layers.patch_embed.patch_embedding.PatchEmbedding attribute) (fusionlab.layers.selfattention.selfattention.SelfAttention attribute) (fusionlab.layers.selfattention.selfattention.SRAttention attribute) (fusionlab.layers.squeeze_excitation.se.SEModule attribute) (fusionlab.segmentation.base.HFSegmentationModel attribute) (fusionlab.segmentation.base.SegmentationModel attribute) (fusionlab.segmentation.resunet.resunet.Bridger attribute) (fusionlab.segmentation.resunet.resunet.Decoder attribute) (fusionlab.segmentation.resunet.resunet.DecoderBlock attribute) (fusionlab.segmentation.resunet.resunet.Encoder attribute) (fusionlab.segmentation.resunet.resunet.ResConv attribute) (fusionlab.segmentation.resunet.resunet.ResUNet attribute) (fusionlab.segmentation.resunet.resunet.Stem attribute) (fusionlab.segmentation.segformer.segformer.ConvModule attribute) (fusionlab.segmentation.segformer.segformer.MLP attribute) (fusionlab.segmentation.segformer.segformer.SegFormer attribute) (fusionlab.segmentation.segformer.segformer.SegFormerHead attribute) (fusionlab.segmentation.transunet.transunet.Attention attribute) (fusionlab.segmentation.transunet.transunet.DecoderBlock attribute) (fusionlab.segmentation.transunet.transunet.Embeddings attribute) (fusionlab.segmentation.transunet.transunet.MLP attribute) (fusionlab.segmentation.transunet.transunet.PreActBottleneck attribute) (fusionlab.segmentation.transunet.transunet.ResNetV2 attribute) (fusionlab.segmentation.transunet.transunet.Transformer attribute) (fusionlab.segmentation.transunet.transunet.TransformerEncoder attribute) (fusionlab.segmentation.transunet.transunet.TransformerEncoderBlock attribute) (fusionlab.segmentation.transunet.transunet.TransUNet attribute) (fusionlab.segmentation.transunet.transunet.TransUNetDecoder attribute) (fusionlab.segmentation.unet.unet.Bridger attribute) (fusionlab.segmentation.unet.unet.Decoder attribute) (fusionlab.segmentation.unet.unet.DecoderBlock attribute) (fusionlab.segmentation.unet.unet.Encoder attribute) (fusionlab.segmentation.unet.unet.UNet attribute) (fusionlab.segmentation.unet2plus.unet2plus.Bridger attribute) (fusionlab.segmentation.unet2plus.unet2plus.Decoder attribute) (fusionlab.segmentation.unet2plus.unet2plus.Encoder attribute) (fusionlab.segmentation.unet2plus.unet2plus.UNet2plus attribute) (fusionlab.segmentation.unetr.unetr.UNETR attribute) (fusionlab.segmentation.unetr.unetr.UnetrBasicBlock attribute) (fusionlab.segmentation.unetr.unetr.UnetrPrUpBlock attribute) (fusionlab.segmentation.unetr.unetr.UnetrUpBlock attribute) (fusionlab.trainers.dcgan.Discriminator attribute) (fusionlab.trainers.dcgan.Generator attribute)

Transformer (class in fusionlab.segmentation.transunet.transunet) TransformerBlock (class in fusionlab.encoders.vit.vit) TransformerEncoder (class in fusionlab.segmentation.transunet.transunet) TransformerEncoderBlock (class in fusionlab.segmentation.transunet.transunet) transpose_for_scores() (fusionlab.segmentation.transunet.transunet.Attention method) transposed (fusionlab.segmentation.transunet.transunet.StdConv2d attribute) TransUNet (class in fusionlab.segmentation) (class in fusionlab.segmentation.transunet.transunet) TransUNetDecoder (class in fusionlab.segmentation.transunet.transunet) TverskyLoss (class in fusionlab.losses)

U

UNet (class in fusionlab.segmentation) (class in fusionlab.segmentation.unet.unet) UNet2plus (class in fusionlab.segmentation) (class in fusionlab.segmentation.unet2plus.unet2plus) UNETR (class in fusionlab.segmentation) (class in fusionlab.segmentation.unetr.unetr)

UnetrBasicBlock (class in fusionlab.segmentation.unetr.unetr) UnetrPrUpBlock (class in fusionlab.segmentation.unetr.unetr) UnetrUpBlock (class in fusionlab.segmentation.unetr.unetr) Upsample (class in fusionlab.layers) (class in fusionlab.layers.factories)

V

val_epoch() (fusionlab.trainers.trainer.Trainer method) val_step() (fusionlab.trainers.trainer.Trainer method) validate_data() (in module fusionlab.datasets) (in module fusionlab.datasets.cinc2017) validate_files() (fusionlab.datasets.ludb.LUDBDataset method) (fusionlab.datasets.LUDBDataset method) VGG16 (class in fusionlab.encoders) (class in fusionlab.encoders.vgg.vgg)

VGG16Classifier (class in fusionlab.classification.vgg) VGG19 (class in fusionlab.encoders) (class in fusionlab.encoders.vgg.vgg) VGG19Classifier (class in fusionlab.classification.vgg) VisionTransformer (in module fusionlab.encoders) (in module fusionlab.encoders.vit.vit) ViT (class in fusionlab.encoders) (class in fusionlab.encoders.vit.vit)

W

weight (fusionlab.segmentation.transunet.transunet.StdConv2d attribute)