end product: https://chatgpt.com/g/g-FjjTnmN3F-arch-visual-linker
website address: https://archvisuallinker.notion.site
full dataset: https://github.com/Emmmmmmaa/Architecture-Visual-Linker-Tag-Dataset/tree/main
"objects": [
{
"object": "Pill",
"similarity_score": 9,
"topology": "smooth, elongated oval form",
"formal_operations": "rounded edges, symmetrical shape",
"aesthetics": "minimalistic, clean, functional"
},
{
"object": "Soap bar",
"similarity_score": 8,
"topology": "rectangular with rounded corners",
"formal_operations": "smooth surface, ergonomic design",
"aesthetics": "simple, everyday, hygienic"
},
{
"object": "Car headlight",
"similarity_score": 7,
"topology": "curved, transparent cover",
"formal_operations": "encapsulated form, protective casing",
"aesthetics": "sleek, modern, automotive"
},
{
"object": "Smartphone corner",
"similarity_score": 7,
"topology": "rounded edges, smooth finish",
"formal_operations": "beveled corners, compact design",
"aesthetics": "contemporary, high-tech, user-friendly"
},
{
"object": "Cushion",
"similarity_score": 6,
"topology": "soft, rounded form",
"formal_operations": "padded surface, gentle curves",
"aesthetics": "comfortable, cozy, inviting"
}
]
}
{
"objects": [
{
"object": "Wave",
"similarity_score": 8,
"topology": "sinuous profile, rhythmic",
"formal_operations": "undulating motion, continuous surface",
"aesthetics": "dynamic, graceful, natural"
},
{
"object": "Hovercraft",
"similarity_score": 7,
"topology": "elevated body, flat underside",
"formal_operations": "lifted mass, streamlined edges",
"aesthetics": "functional, modern, imposing"
},
{
"object": "Iceberg",
"similarity_score": 6,
"topology": "floating mass, translucent surface",
"formal_operations": "monolithic form, jutting angles",
"aesthetics": "cold, luminous, solid"
},
{
"object": "Blimp",
"similarity_score": 5,
"topology": "elongated oval, dirigible",
"formal_operations": "aerodynamic shape, volumetric",
"aesthetics": "sleek, smooth, expansive"
},
{
"object": "Modern Sofa",
"similarity_score": 4,
"topology": "rectilinear form, raised base",
"formal_operations": "structured design, elevated platform",
"aesthetics": "comfortable, contemporary, inviting"
}
]
}
{
"objects": [
{
"object": "Seashell",
"similarity_score": 9,
"topology": "curved, ribbed surface",
"formal_operations": "organic shaping, layered curves",
"aesthetics": "natural, smooth, elegant"
},
{
"object": "Water droplet",
"similarity_score": 8,
"topology": "smooth, rounded form",
"formal_operations": "fluid dynamics, gentle curvature",
"aesthetics": "pure, minimalistic, fluid"
},
{
"object": "Pebble",
"similarity_score": 7,
"topology": "rounded, smoothed by nature",
"formal_operations": "erosion shaping, simple form",
"aesthetics": "natural, tactile, grounded"
},
{
"object": "Mushroom cap",
"similarity_score": 7,
"topology": "domed, smooth surface",
"formal_operations": "organic growth, circular symmetry",
"aesthetics": "natural, soft, organic"
},
{
"object": "Pod",
"similarity_score": 6,
"topology": "elongated, enclosed form",
"formal_operations": "protective shell, streamlined shape",
"aesthetics": "enclosed, secure, natural"
}
]
}
{
"objects": [
{
"object": "Lotus flower",
"similarity_score": 9,
"topology": "radial symmetry, layered petals",
"formal_operations": "concentric expansion, layered construction",
"aesthetics": "organic, serene, graceful"
},
{
"object": "Tent",
"similarity_score": 8,
"topology": "peaked, tensile structure",
"formal_operations": "tensile architecture, lightweight materials",
"aesthetics": "temporary, functional, modular"
},
{
"object": "Sunflower",
"similarity_score": 8,
"topology": "circular form, radiating elements",
"formal_operations": "layered segments, central focus",
"aesthetics": "natural, vibrant, expansive"
},
{
"object": "Parasol",
"similarity_score": 7,
"topology": "circular canopy, central support",
"formal_operations": "overlapping layers, shading function",
"aesthetics": "protective, light, airy"
},
{
"object": "Conch shell",
"similarity_score": 6,
"topology": "spiral, segmented form",
"formal_operations": "concentric layering, natural growth",
"aesthetics": "organic, protective, intricate"
}
]
}
{
"objects": [
{
"object": "River",
"similarity_score": 9,
"topology": "meandering curves, continuous flow",
"formal_operations": "organic shaping, integration with landscape",
"aesthetics": "serene, fluid, harmonious"
},
{
"object": "Sand dune",
"similarity_score": 8,
"topology": "smooth, wind-sculpted curves",
"formal_operations": "erosion shaping, layered contours",
"aesthetics": "natural, soft, dynamic"
},
{
"object": "Snake",
"similarity_score": 7,
"topology": "elongated, sinuous form",
"formal_operations": "curved movement, slithering path",
"aesthetics": "agile, graceful, organic"
},
{
"object": "Silk ribbon",
"similarity_score": 7,
"topology": "flowing, ribbon-like form",
"formal_operations": "smooth curves, continuous flow",
"aesthetics": "elegant, light, fluid"
},
{
"object": "Mountain ridge",
"similarity_score": 6,
"topology": "undulating, rugged form",
"formal_operations": "layered formations, natural symmetry",
"aesthetics": "majestic, strong, organic"
}
]
}
{
"objects": [
{
"object": "Crushed metal",
"similarity_score": 9,
"topology": "warped surfaces, irregular folds",
"formal_operations": "deformation, layering",
"aesthetics": "industrial, dynamic, sculptural"
},
{
"object": "Wave",
"similarity_score": 8,
"topology": "curved, fluid form",
"formal_operations": "flowing lines, smooth undulations",
"aesthetics": "natural, graceful, rhythmic"
},
{
"object": "Melted metal",
"similarity_score": 7,
"topology": "liquid-like, flowing shapes",
"formal_operations": "organic forms, smooth curves",
"aesthetics": "fluid, reflective, dynamic"
},
{
"object": "Folding fabric",
"similarity_score": 7,
"topology": "soft, draped surfaces",
"formal_operations": "flexible materiality, layered folds",
"aesthetics": "soft, flowing, dynamic"
},
{
"object": "Rock formation",
"similarity_score": 6,
"topology": "rugged, stratified surfaces",
"formal_operations": "natural erosion, layering",
"aesthetics": "raw, powerful, timeless"
}
]
}
{
"objects": [
{
"object": "Toilet paper roll",
"similarity_score": 9,
"topology": "cylindrical roll, spiral structure",
"formal_operations": "spiral wrapping, continuous curve",
"aesthetics": "simple, functional, everyday"
},
{
"object": "Ribbon",
"similarity_score": 8,
"topology": "curved, flowing form",
"formal_operations": "spiral wrapping, elongated curve",
"aesthetics": "elegant, fluid, graceful"
},
{
"object": "Tape dispenser",
"similarity_score": 7,
"topology": "circular spool, smooth curves",
"formal_operations": "rolling form, functional design",
"aesthetics": "compact, practical, rounded"
},
{
"object": "Shell",
"similarity_score": 7,
"topology": "spiral, protective layers",
"formal_operations": "natural growth, curved form",
"aesthetics": "organic, protective, intricate"
},
{
"object": "Bangle",
"similarity_score": 6,
"topology": "circular, continuous loop",
"formal_operations": "rounded shape, smooth finish",
"aesthetics": "simple, wearable, closed-loop"
}
]
}
"objects": [
{
"object": "Muffin tin",
"similarity_score": 9,
"topology": "repeated, rounded forms",
"formal_operations": "indentations, smooth curves",
"aesthetics": "modular, practical, familiar"
},
{
"object": "Sand dunes",
"similarity_score": 8,
"topology": "undulating, smooth mounds",
"formal_operations": "wind-shaped, naturally formed",
"aesthetics": "natural, expansive, fluid"
},
{
"object": "Cupcake liners",
"similarity_score": 7,
"topology": "fluted, rounded shapes",
"formal_operations": "repeated modules, radial symmetry",
"aesthetics": "delicate, patterned, structured"
},
{
"object": "Volcanic craters",
"similarity_score": 7,
"topology": "conical depressions, clustered formations",
"formal_operations": "erosion, layering",
"aesthetics": "dramatic, rugged, natural"
},
{
"object": "Bundt cake",
"similarity_score": 6,
"topology": "ring-shaped, fluted form",
"formal_operations": "circular symmetry, repetitive pattern",
"aesthetics": "decorative, functional, rounded"
}
]
}
"objects": [
{
"object": "Tree trunk",
"similarity_score": 8,
"topology": "tall, vertical form with a slight taper",
"formal_operations": "natural tapering, vertical growth",
"aesthetics": "organic, solid, grounded"
},
{
"object": "Vase",
"similarity_score": 7,
"topology": "curved, widening towards the top",
"formal_operations": "tapered base, rounded top",
"aesthetics": "elegant, sculptural, smooth"
},
{
"object": "Chimney",
"similarity_score": 7,
"topology": "tall, cylindrical form",
"formal_operations": "vertical structure, solid construction",
"aesthetics": "industrial, functional, austere"
},
{
"object": "Grain silo",
"similarity_score": 7,
"topology": "tall, cylindrical form with a flat base",
"formal_operations": "verticality, storage function",
"aesthetics": "utilitarian, solid, robust"
},
{
"object": "Water tower",
"similarity_score": 6,
"topology": "elevated, cylindrical structure",
"formal_operations": "elevation, central support",
"aesthetics": "functional, sturdy, prominent"
}
]
}
"objects": [
{
"object": "Basket",
"similarity_score": 9,
"topology": "woven, rounded form",
"formal_operations": "interlacing, curvature",
"aesthetics": "natural, handcrafted, organic"
},
{
"object": "Cocoon",
"similarity_score": 8,
"topology": "encapsulating, protective shell",
"formal_operations": "wrapping, enclosure",
"aesthetics": "organic, secure, nurturing"
},
{
"object": "Igloo",
"similarity_score": 7,
"topology": "dome-shaped, enclosed",
"formal_operations": "curvature, compact structure",
"aesthetics": "cozy, traditional, insulated"
},
{
"object": "Seed pod",
"similarity_score": 7,
"topology": "elongated, protective casing",
"formal_operations": "encapsulation, organic shaping",
"aesthetics": "natural, protective, life-giving"
},
{
"object": "Tortoise shell",
"similarity_score": 6,
"topology": "domed, protective layer",
"formal_operations": "segmentation, natural armor",
"aesthetics": "durable, organic, textured"
}
]
}
{
"objects": [
{
"object": "Pebble",
"similarity_score": 9,
"topology": "smooth, rounded surface",
"formal_operations": "organic shaping, integration with terrain",
"aesthetics": "natural, serene, unobtrusive"
},
{
"object": "Shell",
"similarity_score": 8,
"topology": "curved, protective form",
"formal_operations": "layering, enclosing",
"aesthetics": "organic, textured, coastal"
},
{
"object": "Whale back",
"similarity_score": 8,
"topology": "arched, elongated shape",
"formal_operations": "subtle curvature, horizon line integration",
"aesthetics": "majestic, oceanic, graceful"
},
{
"object": "Wave",
"similarity_score": 7,
"topology": "cresting, continuous form",
"formal_operations": "flowing movement, edge definition",
"aesthetics": "dynamic, fluid, natural"
},
{
"object": "Stone slab",
"similarity_score": 7,
"topology": "flat, expansive surface",
"formal_operations": "laying, contour following",
"aesthetics": "grounded, timeless, earthy"
}
]
}
{
"objects": [
{
"object": "Soap bar",
"similarity_score": 8,
"topology": "smooth, curved surface",
"formal_operations": "molded form, ergonomic shape",
"aesthetics": "clean, minimalistic, refined"
},
{
"object": "Pebble",
"similarity_score": 7,
"topology": "rounded, organic shape",
"formal_operations": "natural erosion, seamless contours",
"aesthetics": "natural, grounded, tactile"
},
{
"object": "Cell membrane",
"similarity_score": 7,
"topology": "fluid, interconnected surfaces",
"formal_operations": "adaptive curves, envelopment",
"aesthetics": "biomorphic, flexible, protective"
},
{
"object": "Water droplet",
"similarity_score": 6,
"topology": "bulbous, cohesive form",
"formal_operations": "surface tension, smooth gradient",
"aesthetics": "pure, delicate, fluid"
},
{
"object": "Egg",
"similarity_score": 6,
"topology": "oval, smooth exterior",
"formal_operations": "encapsulation, protective shell",
"aesthetics": "organic, nurturing, simple"
}
]
}
{
"objects": [
{
"object": "Tree branches",
"similarity_score": 9,
"topology": "intertwined, organic",
"formal_operations": "branching, supporting",
"aesthetics": "natural, structural, layered"
},
{
"object": "Woven fabric",
"similarity_score": 8,
"topology": "crosshatched, flexible",
"formal_operations": "weaving, crossing",
"aesthetics": "textured, intertwined, detailed"
},
{
"object": "Basket weave",
"similarity_score": 8,
"topology": "interwoven, repetitive pattern",
"formal_operations": "interlacing, supporting",
"aesthetics": "handcrafted, intricate, warm"
},
{
"object": "Root system",
"similarity_score": 7,
"topology": "sprawling, interconnected",
"formal_operations": "extending, entangling",
"aesthetics": "organic, natural, grounding"
},
{
"object": "Wooden lattice",
"similarity_score": 7,
"topology": "grid-like, structural",
"formal_operations": "framework, repetition",
"aesthetics": "natural, geometric, supportive"
}
]
}
{
"objects": [
{
"object": "Bird's nest",
"similarity_score": 10,
"topology": "interwoven, circular",
"formal_operations": "layering, intertwining",
"aesthetics": "natural, protective, organic"
},
{
"object": "Wicker basket",
"similarity_score": 8,
"topology": "woven, structured",
"formal_operations": "weaving, enclosing",
"aesthetics": "textured, handcrafted, warm"
},
{
"object": "Rattan furniture",
"similarity_score": 7,
"topology": "interlaced, supportive",
"formal_operations": "braiding, supporting",
"aesthetics": "natural, flexible, durable"
},
{
"object": "Tree branches",
"similarity_score": 7,
"topology": "entangled, organic",
"formal_operations": "branching, spreading",
"aesthetics": "natural, irregular, structural"
},
{
"object": "Fishing net",
"similarity_score": 6,
"topology": "meshed, enclosing",
"formal_operations": "netting, capturing",
"aesthetics": "structured, flexible, porous"
}
]
}
{
"objects": [
{
"object": "Sports Helmet",
"similarity_score": 9,
"topology": "curved, protective",
"formal_operations": "enclosing, contouring",
"aesthetics": "streamlined, dynamic, protective"
},
{
"object": "Flying Saucer",
"similarity_score": 8,
"topology": "disk-shaped, smooth",
"formal_operations": "hovering, floating",
"aesthetics": "futuristic, sleek, circular"
},
{
"object": "Shallow Bowl",
"similarity_score": 8,
"topology": "concave, round",
"formal_operations": "holding, enclosing",
"aesthetics": "smooth, simple, open"
},
{
"object": "Bird's Nest",
"similarity_score": 7,
"topology": "circular, open",
"formal_operations": "weaving, enclosing",
"aesthetics": "natural, protective, nurturing"
},
{
"object": "Satellite Dish",
"similarity_score": 7,
"topology": "concave, round",
"formal_operations": "focusing, receiving",
"aesthetics": "technical, precise, smooth"
}
]
}