Issue | #Downvotes for this reason | By |
---|
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1) | Automatically created tensorflow flow. |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_backend | "tensorflow" |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_class_name | "Sequential" |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_config | {"name": "sequential"} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer00_conv2d_input | {"class_name": "InputLayer", "config": {"batch_input_shape": [null, 128, 128, 3], "dtype": "float32", "name": "conv2d_input", "ragged": false, "sparse": false}, "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer01_conv2d | {"build_config": {"input_shape": [null, 128, 128, 3]}, "class_name": "Conv2D", "config": "relu", "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer02_batch_normalization | {"build_config": {"input_shape": [null, 128, 128, 32]}, "class_name": "BatchNormalization", "config": [3], "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer03_conv2d_1 | {"build_config": {"input_shape": [null, 128, 128, 32]}, "class_name": "Conv2D", "config": "relu", "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer04_batch_normalization_1 | {"build_config": {"input_shape": [null, 128, 128, 32]}, "class_name": "BatchNormalization", "config": [3], "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer05_max_pooling2d | {"build_config": {"input_shape": [null, 128, 128, 32]}, "class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "max_pooling2d", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}, "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer06_dropout | {"build_config": {"input_shape": [null, 64, 64, 32]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout", "noise_shape": null, "rate": 0.2, "seed": null, "trainable": true}, "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer07_conv2d_2 | {"build_config": {"input_shape": [null, 64, 64, 32]}, "class_name": "Conv2D", "config": "relu", "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer08_batch_normalization_2 | {"build_config": {"input_shape": [null, 64, 64, 64]}, "class_name": "BatchNormalization", "config": [3], "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer09_conv2d_3 | {"build_config": {"input_shape": [null, 64, 64, 64]}, "class_name": "Conv2D", "config": "relu", "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer10_batch_normalization_3 | {"build_config": {"input_shape": [null, 64, 64, 64]}, "class_name": "BatchNormalization", "config": [3], "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer11_max_pooling2d_1 | {"build_config": {"input_shape": [null, 64, 64, 64]}, "class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "max_pooling2d_1", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}, "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer12_dropout_1 | {"build_config": {"input_shape": [null, 32, 32, 64]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_1", "noise_shape": null, "rate": 0.3, "seed": null, "trainable": true}, "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer13_conv2d_4 | {"build_config": {"input_shape": [null, 32, 32, 64]}, "class_name": "Conv2D", "config": "relu", "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer14_batch_normalization_4 | {"build_config": {"input_shape": [null, 32, 32, 128]}, "class_name": "BatchNormalization", "config": [3], "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer15_conv2d_5 | {"build_config": {"input_shape": [null, 32, 32, 128]}, "class_name": "Conv2D", "config": "relu", "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer16_batch_normalization_5 | {"build_config": {"input_shape": [null, 32, 32, 128]}, "class_name": "BatchNormalization", "config": [3], "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer17_max_pooling2d_2 | {"build_config": {"input_shape": [null, 32, 32, 128]}, "class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "max_pooling2d_2", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}, "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer18_dropout_2 | {"build_config": {"input_shape": [null, 16, 16, 128]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_2", "noise_shape": null, "rate": 0.4, "seed": null, "trainable": true}, "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer19_conv2d_6 | {"build_config": {"input_shape": [null, 16, 16, 128]}, "class_name": "Conv2D", "config": "relu", "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer20_batch_normalization_6 | {"build_config": {"input_shape": [null, 16, 16, 256]}, "class_name": "BatchNormalization", "config": [3], "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer21_conv2d_7 | {"build_config": {"input_shape": [null, 16, 16, 256]}, "class_name": "Conv2D", "config": "relu", "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer22_batch_normalization_7 | {"build_config": {"input_shape": [null, 16, 16, 256]}, "class_name": "BatchNormalization", "config": [3], "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer23_max_pooling2d_3 | {"build_config": {"input_shape": [null, 16, 16, 256]}, "class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "max_pooling2d_3", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}, "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer24_dropout_3 | {"build_config": {"input_shape": [null, 8, 8, 256]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_3", "noise_shape": null, "rate": 0.5, "seed": null, "trainable": true}, "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer25_global_average_pooling2d | {"build_config": {"input_shape": [null, 8, 8, 256]}, "class_name": "GlobalAveragePooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "keepdims": false, "name": "global_average_pooling2d", "trainable": true}, "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer26_dense | {"build_config": {"input_shape": [null, 256]}, "class_name": "Dense", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "dtype": "float32", "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": {"class_name": "L2", "config": {"l2": 9.999999747378752e-05}, "module": "keras.regularizers", "registered_name": null}, "name": "dense", "trainable": true, "units": 192, "use_bias": true}, "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer27_batch_normalization_8 | {"build_config": {"input_shape": [null, 192]}, "class_name": "BatchNormalization", "config": [1], "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer28_dropout_4 | {"build_config": {"input_shape": [null, 192]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_4", "noise_shape": null, "rate": 0.25, "seed": null, "trainable": true}, "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_layer29_dense_1 | {"build_config": {"input_shape": [null, 192]}, "class_name": "Dense", "config": {"activation": "softmax", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "dtype": "float32", "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": null, "name": "dense_1", "trainable": true, "units": 67, "use_bias": true}, "module": "keras.layers", "registered_name": null} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_optimizer | {"loss": "categorical_crossentropy", "metrics": [], "optimizer_config": {"class_name": "Adam", "config": {"amsgrad": false, "beta_1": 0.9, "beta_2": 0.999, "clipnorm": null, "clipvalue": null, "ema_momentum": 0.99, "ema_overwrite_frequency": null, "epsilon": 1e-07, "global_clipnorm": null, "is_legacy_optimizer": false, "jit_compile": false, "learning_rate": 0.0010000000474974513, "name": "Adam", "use_ema": false, "weight_decay": null}}} |
tensorflow.keras.src.engine.sequential.Sequential.a1b650ad(1)_tensorflow_version | "2.15.0" |
0.5232 ± 0.0102 Per class Cross-validation details (3-fold Crossvalidation)
|
0.0027 ± 0.0025 Cross-validation details (3-fold Crossvalidation)
|
0.0535 ± 0.001 Cross-validation details (3-fold Crossvalidation)
|
0.0293 ± 0 Cross-validation details (3-fold Crossvalidation)
|
0.0292 ± 0 Cross-validation details (3-fold Crossvalidation)
|
0.0214 ± 0.0016 Cross-validation details (3-fold Crossvalidation)
|
15620 Per class Cross-validation details (3-fold Crossvalidation) |
0.0214 ± 0.0016 Cross-validation details (3-fold Crossvalidation)
|
5.7539 ± 0.0007 Cross-validation details (3-fold Crossvalidation)
|
1.0049 ± 0.0017 Cross-validation details (3-fold Crossvalidation)
|
0.1208 ± 0 Cross-validation details (3-fold Crossvalidation)
|
0.1238 ± 0.0017 Cross-validation details (3-fold Crossvalidation)
|
1.0251 ± 0.0137 Cross-validation details (3-fold Crossvalidation)
|
0.014 ± 0.0013 Cross-validation details (3-fold Crossvalidation)
|