Image Classification
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resnet_18_imagenet / task.json
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{
"module": "keras_hub.src.models.resnet.resnet_image_classifier",
"class_name": "ResNetImageClassifier",
"config": {
"backbone": {
"module": "keras_hub.src.models.resnet.resnet_backbone",
"class_name": "ResNetBackbone",
"config": {
"name": "res_net_backbone",
"trainable": true,
"input_conv_filters": [
64
],
"input_conv_kernel_sizes": [
7
],
"stackwise_num_filters": [
64,
128,
256,
512
],
"stackwise_num_blocks": [
2,
2,
2,
2
],
"stackwise_num_strides": [
1,
2,
2,
2
],
"block_type": "basic_block",
"use_pre_activation": false,
"image_shape": [
null,
null,
3
]
},
"registered_name": "keras_hub>ResNetBackbone"
},
"preprocessor": {
"module": "keras_hub.src.models.resnet.resnet_image_classifier_preprocessor",
"class_name": "ResNetImageClassifierPreprocessor",
"config": {
"name": "res_net_image_classifier_preprocessor",
"trainable": true,
"dtype": {
"module": "keras",
"class_name": "DTypePolicy",
"config": {
"name": "float32"
},
"registered_name": null
},
"image_converter": {
"module": "keras_hub.src.models.resnet.resnet_image_converter",
"class_name": "ResNetImageConverter",
"config": {
"name": "res_net_image_converter",
"trainable": true,
"dtype": {
"module": "keras",
"class_name": "DTypePolicy",
"config": {
"name": "float32"
},
"registered_name": null
},
"image_size": [
224,
224
],
"scale": [
0.017124753831663668,
0.01750700280112045,
0.017429193899782133
],
"offset": [
-2.1179039301310043,
-2.0357142857142856,
-1.8044444444444445
],
"interpolation": "bicubic",
"crop_to_aspect_ratio": true
},
"registered_name": "keras_hub>ResNetImageConverter"
},
"config_file": "preprocessor.json"
},
"registered_name": "keras_hub>ResNetImageClassifierPreprocessor"
},
"name": "res_net_image_classifier",
"num_classes": 1000,
"pooling": "avg",
"activation": null,
"dropout": 0.0
},
"registered_name": "keras_hub>ResNetImageClassifier"
}