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{
"1": {
"class_type": "LoadImage",
"_meta": {"title": "Load Input Photo"},
"inputs": {
"image": "NODE_INPUT_IMAGE",
"upload": "image"
}
},
"3": {
"class_type": "UpscaleModelLoader",
"_meta": {"title": "Load realesr-general-x4v3 (photo-tuned AI upscaler)"},
"inputs": {
"model_name": "realesr-general-x4v3.pth"
}
},
"4": {
"class_type": "ImageUpscaleWithModel",
"_meta": {"title": "Real-ESRGAN 4x — AI denoising + detail recovery at full 4K input (GPU)"},
"inputs": {
"upscale_model": ["3", 0],
"image": ["1", 0]
}
},
"5": {
"class_type": "ImageScaleBy",
"_meta": {"title": "Scale 16K back to original 4K resolution (0.25x lanczos)"},
"inputs": {
"image": ["4", 0],
"upscale_method": "lanczos",
"scale_by": 0.25
}
},
"6": {
"class_type": "CodeFormerRestore",
"_meta": {"title": "CodeFormer — AI face restoration (GPU, fidelity=0.7)"},
"inputs": {
"image": ["5", 0],
"fidelity": 0.7
}
},
"11": {
"class_type": "CLIPSceneDetect",
"_meta": {"title": "CLIP Scene Detect — classifies scene type (portrait/landscape/night/etc)"},
"inputs": {
"image": ["6", 0]
}
},
"12": {
"class_type": "AdaptivePhotoGrade",
"_meta": {"title": "Adaptive Photo Grade — scene-tuned exposure/contrast/saturation/detail"},
"inputs": {
"images": ["11", 0],
"scene_type": ["11", 1]
}
},
"13": {
"class_type": "SkyEnhance",
"_meta": {"title": "Sky Enhance — HSV sky mask + graduated exposure/saturation boost"},
"inputs": {
"images": ["12", 0],
"sky_exposure": 0.30,
"sky_saturation": 1.20
}
},
"14": {
"class_type": "DepthSelectiveSharpen",
"_meta": {"title": "Depth Selective Sharpen — Depth-Anything depth map → foreground sharp, BG soft"},
"inputs": {
"images": ["13", 0],
"foreground_sharpen": 1.50,
"background_blur": 0.50
}
},
"15": {
"class_type": "WritePhotoMetadata",
"_meta": {"title": "Write Photo Metadata — saves per-photo JSON report to ComfyUI output dir"},
"inputs": {
"image": ["14", 0],
"scene_type": ["11", 1],
"filename_prefix": "enhanced_",
"source_filename": "NODE_INPUT_IMAGE"
}
},
"10": {
"class_type": "SaveImage",
"_meta": {"title": "Save Enhanced Photo"},
"inputs": {
"images": ["15", 0],
"filename_prefix": "enhanced_"
}
}
}
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