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10595092

Run 10595092

Task 362070 (Supervised Classification) IndoorScenes Uploaded 16-04-2024 by Ralph Sharifzadeh
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  • openml-python tensorflow_2.15.0.
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tensorflow.keras.src.engine.functional.Functional.f84255b5(1)Automatically created tensorflow flow.
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tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer782_block7c_expand_bn{"build_config": {"input_shape": [null, 4, 4, 3840]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block7c_expand_conv", 0, 0, {}]]], "module": "keras.layers", "name": "block7c_expand_bn", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer783_block7c_expand_activation{"build_config": {"input_shape": [null, 4, 4, 3840]}, "class_name": "Activation", "config": {"activation": "swish", "dtype": "float32", "name": "block7c_expand_activation", "trainable": true}, "inbound_nodes": [[["block7c_expand_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block7c_expand_activation", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer784_block7c_dwconv{"build_config": {"input_shape": [null, 4, 4, 3840]}, "class_name": "DepthwiseConv2D", "config": "linear", "inbound_nodes": [[["block7c_expand_activation", 0, 0, {}]]], "module": "keras.layers", "name": "block7c_dwconv", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer785_block7c_bn{"build_config": {"input_shape": [null, 4, 4, 3840]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block7c_dwconv", 0, 0, {}]]], "module": "keras.layers", "name": "block7c_bn", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer786_block7c_activation{"build_config": {"input_shape": [null, 4, 4, 3840]}, "class_name": "Activation", "config": {"activation": "swish", "dtype": "float32", "name": "block7c_activation", "trainable": true}, "inbound_nodes": [[["block7c_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block7c_activation", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer787_block7c_se_squeeze{"build_config": {"input_shape": [null, 4, 4, 3840]}, "class_name": "GlobalAveragePooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "keepdims": false, "name": "block7c_se_squeeze", "trainable": true}, "inbound_nodes": [[["block7c_activation", 0, 0, {}]]], "module": "keras.layers", "name": "block7c_se_squeeze", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer788_block7c_se_reshape{"build_config": {"input_shape": [null, 3840]}, "class_name": "Reshape", "config": {"dtype": "float32", "name": "block7c_se_reshape", "target_shape": [1, 1, 3840], "trainable": true}, "inbound_nodes": [[["block7c_se_squeeze", 0, 0, {}]]], "module": "keras.layers", "name": "block7c_se_reshape", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer789_block7c_se_reduce{"build_config": {"input_shape": [null, 1, 1, 3840]}, "class_name": "Conv2D", "config": "swish", "inbound_nodes": [[["block7c_se_reshape", 0, 0, {}]]], "module": "keras.layers", "name": "block7c_se_reduce", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer790_block7c_se_expand{"build_config": {"input_shape": [null, 1, 1, 160]}, "class_name": "Conv2D", "config": "sigmoid", "inbound_nodes": [[["block7c_se_reduce", 0, 0, {}]]], "module": "keras.layers", "name": "block7c_se_expand", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer791_block7c_se_excite{"build_config": {"input_shape": [[null, 4, 4, 3840], [null, 1, 1, 3840]]}, "class_name": "Multiply", "config": {"dtype": "float32", "name": "block7c_se_excite", "trainable": true}, "inbound_nodes": [[["block7c_activation", 0, 0, {}], ["block7c_se_expand", 0, 0, {}]]], "module": "keras.layers", "name": "block7c_se_excite", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer792_block7c_project_conv{"build_config": {"input_shape": [null, 4, 4, 3840]}, "class_name": "Conv2D", "config": "linear", "inbound_nodes": [[["block7c_se_excite", 0, 0, {}]]], "module": "keras.layers", "name": "block7c_project_conv", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer793_block7c_project_bn{"build_config": {"input_shape": [null, 4, 4, 640]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block7c_project_conv", 0, 0, {}]]], "module": "keras.layers", "name": "block7c_project_bn", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer794_block7c_drop{"build_config": {"input_shape": [null, 4, 4, 640]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "block7c_drop", "noise_shape": [null, 1, 1, 1], "rate": 0.19272727272727275, "seed": null, "trainable": true}, "inbound_nodes": [[["block7c_project_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block7c_drop", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer795_block7c_add{"build_config": {"input_shape": [[null, 4, 4, 640], [null, 4, 4, 640]]}, "class_name": "Add", "config": {"dtype": "float32", "name": "block7c_add", "trainable": true}, "inbound_nodes": [[["block7c_drop", 0, 0, {}], ["block7b_add", 0, 0, {}]]], "module": "keras.layers", "name": "block7c_add", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer796_block7d_expand_conv{"build_config": {"input_shape": [null, 4, 4, 640]}, "class_name": "Conv2D", "config": "linear", "inbound_nodes": [[["block7c_add", 0, 0, {}]]], "module": "keras.layers", "name": "block7d_expand_conv", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer797_block7d_expand_bn{"build_config": {"input_shape": [null, 4, 4, 3840]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block7d_expand_conv", 0, 0, {}]]], "module": "keras.layers", "name": "block7d_expand_bn", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer798_block7d_expand_activation{"build_config": {"input_shape": [null, 4, 4, 3840]}, "class_name": "Activation", "config": {"activation": "swish", "dtype": "float32", "name": "block7d_expand_activation", "trainable": true}, "inbound_nodes": [[["block7d_expand_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block7d_expand_activation", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer799_block7d_dwconv{"build_config": {"input_shape": [null, 4, 4, 3840]}, "class_name": "DepthwiseConv2D", "config": "linear", "inbound_nodes": [[["block7d_expand_activation", 0, 0, {}]]], "module": "keras.layers", "name": "block7d_dwconv", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer800_block7d_bn{"build_config": {"input_shape": [null, 4, 4, 3840]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block7d_dwconv", 0, 0, {}]]], "module": "keras.layers", "name": "block7d_bn", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer801_block7d_activation{"build_config": {"input_shape": [null, 4, 4, 3840]}, "class_name": "Activation", "config": {"activation": "swish", "dtype": "float32", "name": "block7d_activation", "trainable": true}, "inbound_nodes": [[["block7d_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block7d_activation", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer802_block7d_se_squeeze{"build_config": {"input_shape": [null, 4, 4, 3840]}, "class_name": "GlobalAveragePooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "keepdims": false, "name": "block7d_se_squeeze", "trainable": true}, "inbound_nodes": [[["block7d_activation", 0, 0, {}]]], "module": "keras.layers", "name": "block7d_se_squeeze", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer803_block7d_se_reshape{"build_config": {"input_shape": [null, 3840]}, "class_name": "Reshape", "config": {"dtype": "float32", "name": "block7d_se_reshape", "target_shape": [1, 1, 3840], "trainable": true}, "inbound_nodes": [[["block7d_se_squeeze", 0, 0, {}]]], "module": "keras.layers", "name": "block7d_se_reshape", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer804_block7d_se_reduce{"build_config": {"input_shape": [null, 1, 1, 3840]}, "class_name": "Conv2D", "config": "swish", "inbound_nodes": [[["block7d_se_reshape", 0, 0, {}]]], "module": "keras.layers", "name": "block7d_se_reduce", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer805_block7d_se_expand{"build_config": {"input_shape": [null, 1, 1, 160]}, "class_name": "Conv2D", "config": "sigmoid", "inbound_nodes": [[["block7d_se_reduce", 0, 0, {}]]], "module": "keras.layers", "name": "block7d_se_expand", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer806_block7d_se_excite{"build_config": {"input_shape": [[null, 4, 4, 3840], [null, 1, 1, 3840]]}, "class_name": "Multiply", "config": {"dtype": "float32", "name": "block7d_se_excite", "trainable": true}, "inbound_nodes": [[["block7d_activation", 0, 0, {}], ["block7d_se_expand", 0, 0, {}]]], "module": "keras.layers", "name": "block7d_se_excite", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer807_block7d_project_conv{"build_config": {"input_shape": [null, 4, 4, 3840]}, "class_name": "Conv2D", "config": "linear", "inbound_nodes": [[["block7d_se_excite", 0, 0, {}]]], "module": "keras.layers", "name": "block7d_project_conv", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer808_block7d_project_bn{"build_config": {"input_shape": [null, 4, 4, 640]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block7d_project_conv", 0, 0, {}]]], "module": "keras.layers", "name": "block7d_project_bn", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer809_block7d_drop{"build_config": {"input_shape": [null, 4, 4, 640]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "block7d_drop", "noise_shape": [null, 1, 1, 1], "rate": 0.19636363636363638, "seed": null, "trainable": true}, "inbound_nodes": [[["block7d_project_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block7d_drop", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer810_block7d_add{"build_config": {"input_shape": [[null, 4, 4, 640], [null, 4, 4, 640]]}, "class_name": "Add", "config": {"dtype": "float32", "name": "block7d_add", "trainable": true}, "inbound_nodes": [[["block7d_drop", 0, 0, {}], ["block7c_add", 0, 0, {}]]], "module": "keras.layers", "name": "block7d_add", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer811_top_conv{"build_config": {"input_shape": [null, 4, 4, 640]}, "class_name": "Conv2D", "config": "linear", "inbound_nodes": [[["block7d_add", 0, 0, {}]]], "module": "keras.layers", "name": "top_conv", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer812_top_bn{"build_config": {"input_shape": [null, 4, 4, 2560]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["top_conv", 0, 0, {}]]], "module": "keras.layers", "name": "top_bn", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer813_top_activation{"build_config": {"input_shape": [null, 4, 4, 2560]}, "class_name": "Activation", "config": {"activation": "swish", "dtype": "float32", "name": "top_activation", "trainable": false}, "inbound_nodes": [[["top_bn", 0, 0, {}]]], "module": "keras.layers", "name": "top_activation", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer814_global_average_pooling2d_5{"build_config": {"input_shape": [null, 4, 4, 2560]}, "class_name": "GlobalAveragePooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "keepdims": false, "name": "global_average_pooling2d_5", "trainable": true}, "inbound_nodes": [[["top_activation", 0, 0, {}]]], "module": "keras.layers", "name": "global_average_pooling2d_5", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer815_dense_15{"build_config": {"input_shape": [null, 2560]}, "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": null, "name": "dense_15", "trainable": true, "units": 1024, "use_bias": true}, "inbound_nodes": [[["global_average_pooling2d_5", 0, 0, {}]]], "module": "keras.layers", "name": "dense_15", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer816_dense_16{"build_config": {"input_shape": [null, 1024]}, "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": null, "name": "dense_16", "trainable": true, "units": 512, "use_bias": true}, "inbound_nodes": [[["dense_15", 0, 0, {}]]], "module": "keras.layers", "name": "dense_16", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_layer817_dense_17{"build_config": {"input_shape": [null, 512]}, "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_17", "trainable": true, "units": 67, "use_bias": true}, "inbound_nodes": [[["dense_16", 0, 0, {}]]], "module": "keras.layers", "name": "dense_17", "registered_name": null}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_optimizer{"loss": "categorical_crossentropy", "metrics": [], "optimizer_config": {"class_name": "RMSprop", "config": {"centered": false, "clipnorm": null, "clipvalue": null, "ema_momentum": 0.99, "ema_overwrite_frequency": 100, "epsilon": 1e-07, "global_clipnorm": null, "is_legacy_optimizer": false, "jit_compile": true, "learning_rate": 0.0010000000474974513, "momentum": 0.0, "name": "RMSprop", "rho": 0.9, "use_ema": false, "weight_decay": null}}}
tensorflow.keras.src.engine.functional.Functional.f84255b5(1)_tensorflow_version"2.15.0"

Result files

xml
Description

XML file describing the run, including user-defined evaluation measures.

onnx
Onnx model

arff
Predictions

ARFF file with instance-level predictions generated by the model.

18 Evaluation measures

0.9137 ± 0.0082
Per class
Cross-validation details (3-fold Crossvalidation)
0.3623
Per class
0.3706 ± 0.0317
Cross-validation details (3-fold Crossvalidation)
0.4295 ± 0.0422
Cross-validation details (3-fold Crossvalidation)
0.0226 ± 0.0017
Cross-validation details (3-fold Crossvalidation)
0.0292 ± 0
Cross-validation details (3-fold Crossvalidation)
0.3867 ± 0.0311
Cross-validation details (3-fold Crossvalidation)
15620
Per class
Cross-validation details (3-fold Crossvalidation)
0.423
Per class
0.3867 ± 0.0311
Cross-validation details (3-fold Crossvalidation)
5.7539 ± 0.0007
Cross-validation details (3-fold Crossvalidation)
0.7751 ± 0.0582
Cross-validation details (3-fold Crossvalidation)
0.1208 ± 0
Cross-validation details (3-fold Crossvalidation)
0.107 ± 0.0024
Cross-validation details (3-fold Crossvalidation)
0.8861 ± 0.02
Cross-validation details (3-fold Crossvalidation)
0.308 ± 0.0266
Cross-validation details (3-fold Crossvalidation)