Image Segmentation
KerasHub
Keras
File size: 5,911 Bytes
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{
    "module": "keras_hub.src.models.sam.sam_image_segmenter",
    "class_name": "SAMImageSegmenter",
    "config": {
        "backbone": {
            "module": "keras_hub.src.models.sam.sam_backbone",
            "class_name": "SAMBackbone",
            "config": {
                "name": "sam_backbone",
                "trainable": true,
                "image_encoder": {
                    "module": "keras_hub.src.models.vit_det.vit_det_backbone",
                    "class_name": "ViTDetBackbone",
                    "config": {
                        "name": "vi_t_det_backbone",
                        "trainable": true,
                        "image_shape": [
                            1024,
                            1024,
                            3
                        ],
                        "patch_size": 16,
                        "hidden_size": 1024,
                        "num_layers": 24,
                        "intermediate_dim": 4096,
                        "num_heads": 16,
                        "num_output_channels": 256,
                        "use_bias": true,
                        "use_abs_pos": true,
                        "use_rel_pos": true,
                        "window_size": 14,
                        "global_attention_layer_indices": [
                            5,
                            11,
                            17,
                            23
                        ],
                        "layer_norm_epsilon": 1e-06
                    },
                    "registered_name": "keras_hub>ViTDetBackbone"
                },
                "prompt_encoder": {
                    "module": "keras_hub.src.models.sam.sam_prompt_encoder",
                    "class_name": "SAMPromptEncoder",
                    "config": {
                        "name": "sam_prompt_encoder",
                        "trainable": true,
                        "dtype": {
                            "module": "keras",
                            "class_name": "DTypePolicy",
                            "config": {
                                "name": "float32"
                            },
                            "registered_name": null
                        },
                        "hidden_size": 256,
                        "image_embedding_size": [
                            64,
                            64
                        ],
                        "input_image_size": [
                            1024,
                            1024
                        ],
                        "mask_in_channels": 16,
                        "activation": "gelu"
                    },
                    "registered_name": "keras_hub>SAMPromptEncoder"
                },
                "mask_decoder": {
                    "module": "keras_hub.src.models.sam.sam_mask_decoder",
                    "class_name": "SAMMaskDecoder",
                    "config": {
                        "name": "sam_mask_decoder",
                        "trainable": true,
                        "dtype": {
                            "module": "keras",
                            "class_name": "DTypePolicy",
                            "config": {
                                "name": "float32"
                            },
                            "registered_name": null
                        },
                        "hidden_size": 256,
                        "num_layers": 2,
                        "intermediate_dim": 2048,
                        "num_heads": 8,
                        "embedding_dim": 256,
                        "num_multimask_outputs": 3,
                        "iou_head_depth": 3,
                        "iou_head_hidden_dim": 256,
                        "activation": "gelu"
                    },
                    "registered_name": "keras_hub>SAMMaskDecoder"
                }
            },
            "registered_name": "keras_hub>SAMBackbone"
        },
        "preprocessor": {
            "module": "keras_hub.src.models.sam.sam_image_segmenter_preprocessor",
            "class_name": "SAMImageSegmenterPreprocessor",
            "config": {
                "name": "sam_image_segmenter_preprocessor",
                "trainable": true,
                "dtype": {
                    "module": "keras",
                    "class_name": "DTypePolicy",
                    "config": {
                        "name": "float32"
                    },
                    "registered_name": null
                },
                "image_converter": {
                    "module": "keras_hub.src.models.sam.sam_image_converter",
                    "class_name": "SAMImageConverter",
                    "config": {
                        "name": "sam_image_converter",
                        "trainable": true,
                        "dtype": {
                            "module": "keras",
                            "class_name": "DTypePolicy",
                            "config": {
                                "name": "float32"
                            },
                            "registered_name": null
                        },
                        "image_size": [
                            1024,
                            1024
                        ],
                        "scale": 0.00392156862745098,
                        "offset": null,
                        "interpolation": "bilinear",
                        "crop_to_aspect_ratio": true
                    },
                    "registered_name": "keras_hub>SAMImageConverter"
                },
                "config_file": "preprocessor.json"
            },
            "registered_name": "keras_hub>SAMImageSegmenterPreprocessor"
        },
        "name": "sam_image_segmenter"
    },
    "registered_name": "keras_hub>SAMImageSegmenter"
}