diff --git a/model_pred/effnet_sign_char_detection_model/keras_metadata.pb b/model_pred/effnet_sign_char_detection_model/keras_metadata.pb
new file mode 100644
index 0000000..1c618d1
--- /dev/null
+++ b/model_pred/effnet_sign_char_detection_model/keras_metadata.pb
@@ -0,0 +1,401 @@
+
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+ñ
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+³	
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+«
root.layer-10"_tf_keras_layer*€{"name": "block1a_activation", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "block1a_activation", "trainable": true, "dtype": "float32", "activation": "swish"}, "inbound_nodes": [[["block1a_bn", 0, 0, {}]]], "shared_object_id": 23}2
+„
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+Û

root.layer-12"_tf_keras_layer*°{"name": "block1a_se_reshape", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Reshape", "config": {"name": "block1a_se_reshape", "trainable": true, "dtype": "float32", "target_shape": {"class_name": "__tuple__", "items": [1, 1, 32]}}, "inbound_nodes": [[["block1a_se_squeeze", 0, 0, {}]]], "shared_object_id": 25}2
+Ù
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+Ù
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+È
root.layer-15"_tf_keras_layer*�{"name": "block1a_se_excite", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Multiply", "config": {"name": "block1a_se_excite", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["block1a_activation", 0, 0, {}], ["block1a_se_expand", 0, 0, {}]]], "shared_object_id": 32, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 112, 112, 32]}, {"class_name": "TensorShape", "items": [null, 1, 1, 32]}]}2
+å
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+À
root.layer-20"_tf_keras_layer*•{"name": "block2a_expand_activation", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "block2a_expand_activation", "trainable": true, "dtype": "float32", "activation": "swish"}, "inbound_nodes": [[["block2a_expand_bn", 0, 0, {}]]], "shared_object_id": 49}2
+þ
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+ö
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+²	root.layer_with_weights-12"_tf_keras_layer*ú{"name": "block2a_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "block2a_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 55}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 56}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 57}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 58}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["block2a_dwconv", 0, 0, {}]]], "shared_object_id": 59, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 96}}, "shared_object_id": 633}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 56, 56, 96]}}2
+«
root.layer-24"_tf_keras_layer*€{"name": "block2a_activation", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "block2a_activation", "trainable": true, "dtype": "float32", "activation": "swish"}, "inbound_nodes": [[["block2a_bn", 0, 0, {}]]], "shared_object_id": 60}2
+„
root.layer-25"_tf_keras_layer*Ù{"name": "block2a_se_squeeze", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "GlobalAveragePooling2D", "config": {"name": "block2a_se_squeeze", "trainable": true, "dtype": "float32", "data_format": "channels_last", "keepdims": false}, "inbound_nodes": [[["block2a_activation", 0, 0, {}]]], "shared_object_id": 61, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 634}}2
+Û
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+À#
root.layer-34"_tf_keras_layer*•{"name": "block2b_expand_activation", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "block2b_expand_activation", "trainable": true, "dtype": "float32", "activation": "swish"}, "inbound_nodes": [[["block2b_expand_bn", 0, 0, {}]]], "shared_object_id": 86}2
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+´	%root.layer_with_weights-20"_tf_keras_layer*ü{"name": "block2b_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "block2b_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 91}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 92}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 93}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 94}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["block2b_dwconv", 0, 0, {}]]], "shared_object_id": 95, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 144}}, "shared_object_id": 642}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 56, 56, 144]}}2
+«&
root.layer-37"_tf_keras_layer*€{"name": "block2b_activation", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "block2b_activation", "trainable": true, "dtype": "float32", "activation": "swish"}, "inbound_nodes": [[["block2b_bn", 0, 0, {}]]], "shared_object_id": 96}2
+„'
root.layer-38"_tf_keras_layer*Ù{"name": "block2b_se_squeeze", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "GlobalAveragePooling2D", "config": {"name": "block2b_se_squeeze", "trainable": true, "dtype": "float32", "data_format": "channels_last", "keepdims": false}, "inbound_nodes": [[["block2b_activation", 0, 0, {}]]], "shared_object_id": 97, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 643}}2
+Ü(
root.layer-39"_tf_keras_layer*±{"name": "block2b_se_reshape", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Reshape", "config": {"name": "block2b_se_reshape", "trainable": true, "dtype": "float32", "target_shape": {"class_name": "__tuple__", "items": [1, 1, 144]}}, "inbound_nodes": [[["block2b_se_squeeze", 0, 0, {}]]], "shared_object_id": 98}2
+Þ
+)root.layer_with_weights-21"_tf_keras_layer*¦
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+Þ
+*root.layer_with_weights-22"_tf_keras_layer*¦
+{"name": "block2b_se_expand", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "block2b_se_expand", "trainable": true, "dtype": "float32", "filters": 144, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "sigmoid", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_out", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 102}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 103}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["block2b_se_reduce", 0, 0, {}]]], "shared_object_id": 104, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 6}}, "shared_object_id": 645}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 1, 1, 6]}}2
+É+
root.layer-42"_tf_keras_layer*ž{"name": "block2b_se_excite", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Multiply", "config": {"name": "block2b_se_excite", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["block2b_activation", 0, 0, {}], ["block2b_se_expand", 0, 0, {}]]], "shared_object_id": 105, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 56, 56, 144]}, {"class_name": "TensorShape", "items": [null, 1, 1, 144]}]}2
+é
+,root.layer_with_weights-23"_tf_keras_layer*±
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+Í	-root.layer_with_weights-24"_tf_keras_layer*•	{"name": "block2b_project_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "block2b_project_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 109}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 110}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 111}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 112}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["block2b_project_conv", 0, 0, {}]]], "shared_object_id": 113, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 24}}, "shared_object_id": 647}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 56, 56, 24]}}2
+Á.
root.layer-45"_tf_keras_layer*–{"name": "block2b_drop", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dropout", "config": {"name": "block2b_drop", "trainable": true, "dtype": "float32", "rate": 0.025, "noise_shape": {"class_name": "__tuple__", "items": [null, 1, 1, 1]}, "seed": null}, "inbound_nodes": [[["block2b_project_bn", 0, 0, {}]]], "shared_object_id": 114, "build_input_shape": {"class_name": "TensorShape", "items": [null, 56, 56, 24]}}2
+³/
root.layer-46"_tf_keras_layer*ˆ{"name": "block2b_add", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Add", "config": {"name": "block2b_add", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["block2b_drop", 0, 0, {}], ["block2a_project_bn", 0, 0, {}]]], "shared_object_id": 115, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 56, 56, 24]}, {"class_name": "TensorShape", "items": [null, 56, 56, 24]}]}2
+à
+0root.layer_with_weights-25"_tf_keras_layer*¨
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+Á2
root.layer-49"_tf_keras_layer*–{"name": "block3a_expand_activation", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "block3a_expand_activation", "trainable": true, "dtype": "float32", "activation": "swish"}, "inbound_nodes": [[["block3a_expand_bn", 0, 0, {}]]], "shared_object_id": 124}2
+ÿ3
root.layer-50"_tf_keras_layer*Ô{"name": "block3a_dwconv_pad", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "ZeroPadding2D", "config": {"name": "block3a_dwconv_pad", "trainable": true, "dtype": "float32", "padding": {"class_name": "__tuple__", "items": [{"class_name": "__tuple__", "items": [1, 2]}, {"class_name": "__tuple__", "items": [1, 2]}]}, "data_format": "channels_last"}, "inbound_nodes": [[["block3a_expand_activation", 0, 0, {}]]], "shared_object_id": 125, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 650}}2
+ù
+4root.layer_with_weights-27"_tf_keras_layer*Á
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+¹	5root.layer_with_weights-28"_tf_keras_layer*�	{"name": "block3a_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "block3a_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 130}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 131}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 132}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 133}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["block3a_dwconv", 0, 0, {}]]], "shared_object_id": 134, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 144}}, "shared_object_id": 652}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 144]}}2
+¬6
root.layer-53"_tf_keras_layer*�{"name": "block3a_activation", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "block3a_activation", "trainable": true, "dtype": "float32", "activation": "swish"}, "inbound_nodes": [[["block3a_bn", 0, 0, {}]]], "shared_object_id": 135}2
+…7
root.layer-54"_tf_keras_layer*Ú{"name": "block3a_se_squeeze", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "GlobalAveragePooling2D", "config": {"name": "block3a_se_squeeze", "trainable": true, "dtype": "float32", "data_format": "channels_last", "keepdims": false}, "inbound_nodes": [[["block3a_activation", 0, 0, {}]]], "shared_object_id": 136, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 653}}2
+Ý8
root.layer-55"_tf_keras_layer*²{"name": "block3a_se_reshape", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Reshape", "config": {"name": "block3a_se_reshape", "trainable": true, "dtype": "float32", "target_shape": {"class_name": "__tuple__", "items": [1, 1, 144]}}, "inbound_nodes": [[["block3a_se_squeeze", 0, 0, {}]]], "shared_object_id": 137}2
+ß
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+Þ
+:root.layer_with_weights-30"_tf_keras_layer*¦
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+É;
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+é
+<root.layer_with_weights-31"_tf_keras_layer*±
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+ç
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+Ì	?root.layer_with_weights-34"_tf_keras_layer*”	{"name": "block3b_expand_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "block3b_expand_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 156}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 157}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 158}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 159}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["block3b_expand_conv", 0, 0, {}]]], "shared_object_id": 160, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 240}}, "shared_object_id": 659}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 28, 28, 240]}}2
+Á@
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+ÿ
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+¬C
root.layer-66"_tf_keras_layer*�{"name": "block3b_activation", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "block3b_activation", "trainable": true, "dtype": "float32", "activation": "swish"}, "inbound_nodes": [[["block3b_bn", 0, 0, {}]]], "shared_object_id": 171}2
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+ÝE
root.layer-68"_tf_keras_layer*²{"name": "block3b_se_reshape", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Reshape", "config": {"name": "block3b_se_reshape", "trainable": true, "dtype": "float32", "target_shape": {"class_name": "__tuple__", "items": [1, 1, 240]}}, "inbound_nodes": [[["block3b_se_squeeze", 0, 0, {}]]], "shared_object_id": 173}2
+à
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+ÿ
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+¬`
root.layer-95"_tf_keras_layer*�{"name": "block4b_activation", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "block4b_activation", "trainable": true, "dtype": "float32", "activation": "swish"}, "inbound_nodes": [[["block4b_bn", 0, 0, {}]]], "shared_object_id": 246}2
+…a
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+Ýb
root.layer-97"_tf_keras_layer*²{"name": "block4b_se_reshape", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Reshape", "config": {"name": "block4b_se_reshape", "trainable": true, "dtype": "float32", "target_shape": {"class_name": "__tuple__", "items": [1, 1, 480]}}, "inbound_nodes": [[["block4b_se_squeeze", 0, 0, {}]]], "shared_object_id": 248}2
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+é
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+à
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+ÿ
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+à
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+á
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+á
+�root.layer_with_weights-78"_tf_keras_layer*¨
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+ë
+‘root.layer_with_weights-79"_tf_keras_layer*²
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+Ð	’root.layer_with_weights-80"_tf_keras_layer*—	{"name": "block5b_project_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "block5b_project_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 371}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 372}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 373}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 374}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["block5b_project_conv", 0, 0, {}]]], "shared_object_id": 375, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 112}}, "shared_object_id": 712}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 112]}}2
+Å“root.layer-146"_tf_keras_layer*˜{"name": "block5b_drop", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dropout", "config": {"name": "block5b_drop", "trainable": true, "dtype": "float32", "rate": 0.1125, "noise_shape": {"class_name": "__tuple__", "items": [null, 1, 1, 1]}, "seed": null}, "inbound_nodes": [[["block5b_project_bn", 0, 0, {}]]], "shared_object_id": 376, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 112]}}2
+·”root.layer-147"_tf_keras_layer*Š{"name": "block5b_add", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Add", "config": {"name": "block5b_add", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["block5b_drop", 0, 0, {}], ["block5a_project_bn", 0, 0, {}]]], "shared_object_id": 377, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 14, 14, 112]}, {"class_name": "TensorShape", "items": [null, 14, 14, 112]}]}2
+ã
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+Í	–root.layer_with_weights-82"_tf_keras_layer*”	{"name": "block5c_expand_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "block5c_expand_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 381}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 382}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 383}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 384}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["block5c_expand_conv", 0, 0, {}]]], "shared_object_id": 385, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 672}}, "shared_object_id": 714}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 672]}}2
+Ã—root.layer-150"_tf_keras_layer*–{"name": "block5c_expand_activation", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "block5c_expand_activation", "trainable": true, "dtype": "float32", "activation": "swish"}, "inbound_nodes": [[["block5c_expand_bn", 0, 0, {}]]], "shared_object_id": 386}2
+€˜root.layer_with_weights-83"_tf_keras_layer*Ç
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+º	™root.layer_with_weights-84"_tf_keras_layer*�	{"name": "block5c_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "block5c_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 391}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 392}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 393}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 394}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["block5c_dwconv", 0, 0, {}]]], "shared_object_id": 395, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 672}}, "shared_object_id": 716}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 14, 14, 672]}}2
+®šroot.layer-153"_tf_keras_layer*�{"name": "block5c_activation", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "block5c_activation", "trainable": true, "dtype": "float32", "activation": "swish"}, "inbound_nodes": [[["block5c_bn", 0, 0, {}]]], "shared_object_id": 396}2
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+á
+�root.layer_with_weights-85"_tf_keras_layer*¨
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+á
+žroot.layer_with_weights-86"_tf_keras_layer*¨
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+»	ãroot.layer_with_weights-124"_tf_keras_layer*�	{"name": "block7a_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "block7a_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 580}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 581}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 582}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 583}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["block7a_dwconv", 0, 0, {}]]], "shared_object_id": 584, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1152}}, "shared_object_id": 762}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1152]}}2
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+‡åroot.layer-228"_tf_keras_layer*Ú{"name": "block7a_se_squeeze", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "GlobalAveragePooling2D", "config": {"name": "block7a_se_squeeze", "trainable": true, "dtype": "float32", "data_format": "channels_last", "keepdims": false}, "inbound_nodes": [[["block7a_activation", 0, 0, {}]]], "shared_object_id": 586, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {}}, "shared_object_id": 763}}2
+àæroot.layer-229"_tf_keras_layer*³{"name": "block7a_se_reshape", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Reshape", "config": {"name": "block7a_se_reshape", "trainable": true, "dtype": "float32", "target_shape": {"class_name": "__tuple__", "items": [1, 1, 1152]}}, "inbound_nodes": [[["block7a_se_squeeze", 0, 0, {}]]], "shared_object_id": 587}2
+ä
+çroot.layer_with_weights-125"_tf_keras_layer*ª
+{"name": "block7a_se_reduce", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "block7a_se_reduce", "trainable": true, "dtype": "float32", "filters": 48, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "swish", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_out", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 588}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 589}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["block7a_se_reshape", 0, 0, {}]]], "shared_object_id": 590, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1152}}, "shared_object_id": 764}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 1, 1, 1152]}}2
+ã
+èroot.layer_with_weights-126"_tf_keras_layer*©
+{"name": "block7a_se_expand", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "block7a_se_expand", "trainable": true, "dtype": "float32", "filters": 1152, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "sigmoid", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_out", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 591}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 592}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["block7a_se_reduce", 0, 0, {}]]], "shared_object_id": 593, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 48}}, "shared_object_id": 765}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 1, 1, 48]}}2
+Ëéroot.layer-232"_tf_keras_layer*ž{"name": "block7a_se_excite", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Multiply", "config": {"name": "block7a_se_excite", "trainable": true, "dtype": "float32"}, "inbound_nodes": [[["block7a_activation", 0, 0, {}], ["block7a_se_expand", 0, 0, {}]]], "shared_object_id": 594, "build_input_shape": [{"class_name": "TensorShape", "items": [null, 7, 7, 1152]}, {"class_name": "TensorShape", "items": [null, 1, 1, 1152]}]}2
+ì
+êroot.layer_with_weights-127"_tf_keras_layer*²
+{"name": "block7a_project_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "block7a_project_conv", "trainable": true, "dtype": "float32", "filters": 320, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_out", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 595}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 596}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["block7a_se_excite", 0, 0, {}]]], "shared_object_id": 597, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 1152}}, "shared_object_id": 766}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1152]}}2
+Ï	ëroot.layer_with_weights-128"_tf_keras_layer*•	{"name": "block7a_project_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "block7a_project_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 598}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 599}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 600}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 601}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["block7a_project_conv", 0, 0, {}]]], "shared_object_id": 602, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 320}}, "shared_object_id": 767}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 320]}}2
+Ô
+ìroot.layer_with_weights-129"_tf_keras_layer*š
+{"name": "top_conv", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Conv2D", "config": {"name": "top_conv", "trainable": true, "dtype": "float32", "filters": 1280, "kernel_size": {"class_name": "__tuple__", "items": [1, 1]}, "strides": {"class_name": "__tuple__", "items": [1, 1]}, "padding": "same", "data_format": "channels_last", "dilation_rate": {"class_name": "__tuple__", "items": [1, 1]}, "groups": 1, "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_out", "distribution": "truncated_normal", "seed": null}, "shared_object_id": 603}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 604}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["block7a_project_bn", 0, 0, {}]]], "shared_object_id": 605, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 4, "axes": {"-1": 320}}, "shared_object_id": 768}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 320]}}2
+­	íroot.layer_with_weights-130"_tf_keras_layer*ó{"name": "top_bn", "trainable": true, "expects_training_arg": true, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "BatchNormalization", "config": {"name": "top_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 606}, "gamma_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 607}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 608}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "shared_object_id": 609}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["top_conv", 0, 0, {}]]], "shared_object_id": 610, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": 4, "max_ndim": null, "min_ndim": null, "axes": {"3": 1280}}, "shared_object_id": 769}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 7, 7, 1280]}}2
+¢îroot.layer-237"_tf_keras_layer*õ{"name": "top_activation", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Activation", "config": {"name": "top_activation", "trainable": true, "dtype": "float32", "activation": "swish"}, "inbound_nodes": [[["top_bn", 0, 0, {}]]], "shared_object_id": 611}2
+Ëïroot.layer-238"_tf_keras_layer*ž{"name": "flatten", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Flatten", "config": {"name": "flatten", "trainable": true, "dtype": "float32", "data_format": "channels_last"}, "inbound_nodes": [[["top_activation", 0, 0, {}]]], "shared_object_id": 612, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 1, "axes": {}}, "shared_object_id": 770}}2
+€ðroot.layer_with_weights-131"_tf_keras_layer*Æ{"name": "dense", "trainable": true, "expects_training_arg": false, "dtype": "float32", "batch_input_shape": null, "stateful": false, "must_restore_from_config": false, "class_name": "Dense", "config": {"name": "dense", "trainable": true, "dtype": "float32", "units": 29, "activation": "softmax", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "shared_object_id": 613}, "bias_initializer": {"class_name": "Zeros", "config": {}, "shared_object_id": 614}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["flatten", 0, 0, {}]]], "shared_object_id": 615, "input_spec": {"class_name": "InputSpec", "config": {"dtype": null, "shape": null, "ndim": null, "max_ndim": null, "min_ndim": 2, "axes": {"-1": 62720}}, "shared_object_id": 771}, "build_input_shape": {"class_name": "TensorShape", "items": [null, 62720]}}2
+»Öroot.keras_api.metrics.0"_tf_keras_metric*ƒ{"class_name": "Mean", "name": "loss", "dtype": "float32", "config": {"name": "loss", "dtype": "float32"}, "shared_object_id": 772}2
+õ×root.keras_api.metrics.1"_tf_keras_metric*½{"class_name": "MeanMetricWrapper", "name": "accuracy", "dtype": "float32", "config": {"name": "accuracy", "dtype": "float32", "fn": "sparse_categorical_accuracy"}, "shared_object_id": 618}2
\ No newline at end of file
diff --git a/model_pred/effnet_sign_char_detection_model/saved_model.pb b/model_pred/effnet_sign_char_detection_model/saved_model.pb
new file mode 100644
index 0000000..18a9ed5
Binary files /dev/null and b/model_pred/effnet_sign_char_detection_model/saved_model.pb differ
diff --git a/model_pred/effnet_sign_char_detection_model/variables/variables.data-00000-of-00001 b/model_pred/effnet_sign_char_detection_model/variables/variables.data-00000-of-00001
new file mode 100644
index 0000000..66d7a22
Binary files /dev/null and b/model_pred/effnet_sign_char_detection_model/variables/variables.data-00000-of-00001 differ
diff --git a/model_pred/effnet_sign_char_detection_model/variables/variables.index b/model_pred/effnet_sign_char_detection_model/variables/variables.index
new file mode 100644
index 0000000..b519912
Binary files /dev/null and b/model_pred/effnet_sign_char_detection_model/variables/variables.index differ
diff --git a/mp.mp4 b/mp.mp4
new file mode 100644
index 0000000..84aad08
Binary files /dev/null and b/mp.mp4 differ
diff --git a/process_video.py b/process_video.py
index 4e01ebe..7ab1526 100644
--- a/process_video.py
+++ b/process_video.py
@@ -14,7 +14,7 @@ def segment_video(video, fps=5):
     if real_fps < fps:
         raise Exception("Video FPS cannot be bigger than desired FPS!")
 
-    n = real_fps / fps
+    n = int(real_fps / fps)
 
     result = []
     i=0
@@ -53,10 +53,10 @@ def read_saved_frames(dir, n):
 
 
 if __name__ == "__main__":
-    video = cv2.VideoCapture("kamil_asl.mp4")
-    model = tf.keras.models.load_model('model_pred/VGG16_sign_char_detection_model')
+    video = cv2.VideoCapture("mp.mp4")
+    model = tf.keras.models.load_model('model_pred/effnet_sign_char_detection_model')
 
-    frames, num = segment_video(video, 20)
+    frames, num = segment_video(video, 30)
     print(num)
     save_frames(frames, "frames")
     frames = read_saved_frames("frames", num)
