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deeplab_v3_plus_resnet50_pascalvoc

Image Segmentation
KerasHub
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deeplab_v3_plus_resnet50_pascalvoc
File size: 4,421 Bytes 
35c1d4f
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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{
    "module": "keras_hub.src.models.deeplab_v3.deeplab_v3_segmenter",
    "class_name": "DeepLabV3ImageSegmenter",
    "config": {
        "backbone": {
            "module": "keras_hub.src.models.deeplab_v3.deeplab_v3_backbone",
            "class_name": "DeepLabV3Backbone",
            "config": {
                "name": "deep_lab_v3_backbone",
                "trainable": true,
                "image_encoder": {
                    "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": [
                            3,
                            4,
                            6,
                            3
                        ],
                        "stackwise_num_strides": [
                            1,
                            2,
                            2,
                            2
                        ],
                        "block_type": "bottleneck_block",
                        "use_pre_activation": false,
                        "image_shape": [
                            null,
                            null,
                            3
                        ]
                    },
                    "registered_name": "keras_hub>ResNetBackbone"
                },
                "projection_filters": 48,
                "dilation_rates": [
                    6,
                    12,
                    18
                ],
                "upsampling_size": 8,
                "low_level_feature_key": "P2",
                "spatial_pyramid_pooling_key": "P5",
                "image_shape": [
                    null,
                    null,
                    3
                ]
            },
            "registered_name": "keras_hub>DeepLabV3Backbone"
        },
        "preprocessor": {
            "module": "keras_hub.src.models.deeplab_v3.deeplab_v3_image_segmeter_preprocessor",
            "class_name": "DeepLabV3ImageSegmenterPreprocessor",
            "config": {
                "name": "deep_lab_v3_image_segmenter_preprocessor",
                "trainable": true,
                "dtype": {
                    "module": "keras",
                    "class_name": "DTypePolicy",
                    "config": {
                        "name": "float32"
                    },
                    "registered_name": null
                },
                "image_converter": {
                    "module": "keras_hub.src.models.deeplab_v3.deeplab_v3_image_converter",
                    "class_name": "DeepLabV3ImageConverter",
                    "config": {
                        "name": "deep_lab_v3_image_converter",
                        "trainable": true,
                        "dtype": {
                            "module": "keras",
                            "class_name": "DTypePolicy",
                            "config": {
                                "name": "float32"
                            },
                            "registered_name": null
                        },
                        "image_size": [
                            512,
                            512
                        ],
                        "scale": null,
                        "offset": null,
                        "interpolation": "nearest",
                        "crop_to_aspect_ratio": true
                    },
                    "registered_name": "keras_hub>DeepLabV3ImageConverter"
                },
                "config_file": "preprocessor.json"
            },
            "registered_name": "keras_hub>DeepLabV3ImageSegmenterPreprocessor"
        },
        "name": "deep_lab_v3_image_segmenter",
        "num_classes": 21,
        "activation": "softmax"
    },
    "registered_name": "keras_hub>DeepLabV3ImageSegmenter"
}