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1c5bcde 0e50595 1c5bcde 3e3fd96 1c5bcde 0e50595 1c5bcde 0e50595 3e3fd96 1c5bcde 0e50595 1c5bcde 3e3fd96 1c5bcde 3e3fd96 1c5bcde 0e50595 1c5bcde 3e3fd96 1c5bcde 0e50595 1c5bcde 0e50595 1c5bcde 0e50595 1c5bcde 9e1e613 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 | <!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<meta name="color-scheme" content="light" />
<meta name="description" content="Estimate the minimalism–maximalism stylistic position of a visual design." />
<title>Commitment over Compromise — Stylistic Commitment Research</title>
<style>
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</style>
</head>
<body>
<div class="container">
<header>
<h1>Commitment over Compromise: The Unique Aesthetic Rewards of Stylistic Commitment</h1>
<p class="intro">Upload a design image to estimate its position along the minimalism–maximalism stylistic continuum using a trained computer-vision model.</p>
</header>
<main>
<div class="workspace">
<section class="panel" aria-labelledby="upload-heading">
<h2 id="upload-heading">Upload a Design Image</h2>
<div id="dropzone" class="dropzone" tabindex="0" role="button" aria-label="Select or drop a design image">
<input id="image-file" type="file" accept="image/png,image/jpeg,image/webp,image/bmp,image/gif" />
<div class="drop-prompt">
<svg class="upload-icon" aria-hidden="true" width="39" height="39" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="1.6" stroke-linecap="round" stroke-linejoin="round">
<path d="M12 16V3m0 0L7 8m5-5 5 5"/><path d="M4 16v3a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2v-3"/>
</svg>
<p class="upload-title">Drag and drop an image here</p>
<p class="upload-detail">or click to browse</p>
</div>
<img id="image-preview" class="preview" alt="Selected design image preview" />
</div>
<p id="filename" class="filename">PNG, JPG, WebP, BMP, or GIF</p>
<button id="analyze-button" class="primary" type="button" disabled>Analyze Design</button>
<p id="status" class="message" role="status" aria-live="polite"></p>
</section>
<section class="panel" aria-labelledby="results-heading">
<h2 id="results-heading">Style Analysis</h2>
<div id="empty-result" class="empty-result"></div>
<div id="results" class="results" aria-live="polite">
<div class="primary-result">
<p class="score-label">Predicted Style Score</p>
<div id="style-score" class="score">—</div>
</div>
<hr class="divider" />
<div class="continuum">
<div class="continuum-label">Minimalism–Maximalism Continuum</div>
<div class="scale" role="img" aria-label="Stylistic continuum, minimalism on the left, moderate in the center, maximalism on the right">
<div class="scale-center" aria-hidden="true"></div>
<div id="marker" class="marker" aria-hidden="true"></div>
</div>
<div class="scale-ticks"><span>Stylistic Commitment<small>(Minimal)</small></span><span>Stylistically Compromised<small>(Moderate)</small></span><span>Stylistic Commitment<small>(Maximal)</small></span></div>
<p id="outside" class="outside">The prediction is beyond the visual window; its marker is shown at the boundary. The numerical score is unchanged.</p>
</div>
<hr class="divider" />
<div class="secondary-result">
<div class="secondary-label">Estimated Expert Rating (1–7)</div>
<div id="expert-rating" class="secondary-value">—</div>
</div>
</div>
</section>
</div>
<section class="model-info" aria-labelledby="model-heading">
<h2 id="model-heading">About the Model</h2>
<div class="model-info-grid">
<div>
<h3>Model Overview</h3>
<p>This tool accompanies the research manuscript <em>Commitment over Compromise: The Unique Aesthetic Rewards of Stylistic Commitment</em>, which examines how clearly expressing a design style, rather than occupying a stylistic middle ground, shapes aesthetic appeal. Using minimalism and maximalism as two distinct design styles, the tool employs a trained computer-vision model (ResNet-18) to estimate where a design falls along the minimalism–maximalism stylistic continuum.</p>
</div>
<div>
<h3>Interpreting the Style Score</h3>
<p>The predicted Style Score indicates a design’s position along the minimalism–maximalism stylistic continuum. Increasingly negative scores indicate stronger stylistic commitment to minimalism, whereas increasingly positive scores indicate stronger stylistic commitment to maximalism. Scores closer to zero reflect a more moderate position along the continuum, corresponding to stylistically compromised designs that do not clearly express either style. Because the scores are mean-centered, zero represents the mean of the expert ratings used to train the model rather than an absolute boundary between stylistic categories.</p>
</div>
</div>
</section>
</main>
</div>
<script type="module">
// The original Space hosts the trained model. This page changes only the interface.
import { Client } from "https://cdn.jsdelivr.net/npm/@gradio/client/dist/index.min.js";
const MODEL_SPACE = "ThisIsAnAnonymousUser/Minimal-Maximal.7.0";
const API_ENDPOINT = "/predict";
// This is a visualization window, not a bound on the model's possible outputs.
const DISPLAY_HALF_RANGE = 3.454;
const dropzone = document.getElementById("dropzone");
const input = document.getElementById("image-file");
const preview = document.getElementById("image-preview");
const filename = document.getElementById("filename");
const button = document.getElementById("analyze-button");
const status = document.getElementById("status");
const empty = document.getElementById("empty-result");
const results = document.getElementById("results");
const styleScore = document.getElementById("style-score");
const expertRating = document.getElementById("expert-rating");
const marker = document.getElementById("marker");
const outside = document.getElementById("outside");
let selectedFile = null;
let previewUrl = null;
let clientPromise = null;
let isAnalyzing = false;
function clearPrediction() {
results.style.display = "none";
empty.style.display = "flex";
styleScore.textContent = "—";
expertRating.textContent = "—";
}
function selectImage(file) {
if (!file || isAnalyzing) return;
const allowedTypes = new Set(["image/png", "image/jpeg", "image/webp", "image/bmp", "image/gif"]);
if (!allowedTypes.has(file.type)) {
status.textContent = "Please select a PNG, JPG, WebP, BMP, or GIF image.";
status.classList.add("error");
return;
}
selectedFile = file;
if (previewUrl) URL.revokeObjectURL(previewUrl);
previewUrl = URL.createObjectURL(file);
preview.src = previewUrl;
filename.textContent = file.name;
dropzone.classList.add("has-image");
status.textContent = "";
status.classList.remove("error");
clearPrediction();
button.disabled = isAnalyzing;
}
dropzone.addEventListener("click", (event) => {
// Ignore the click generated by input.click() so it does not bubble back.
if (event.target !== input && !isAnalyzing) input.click();
});
dropzone.addEventListener("keydown", (event) => {
if (event.key === "Enter" || event.key === " ") {
event.preventDefault();
if (!isAnalyzing) input.click();
}
});
input.addEventListener("change", () => selectImage(input.files?.[0]));
dropzone.addEventListener("dragover", (event) => { event.preventDefault(); dropzone.classList.add("dragging"); });
dropzone.addEventListener("dragleave", () => dropzone.classList.remove("dragging"));
dropzone.addEventListener("drop", (event) => {
event.preventDefault();
dropzone.classList.remove("dragging");
selectImage(event.dataTransfer.files?.[0]);
});
button.addEventListener("click", async () => {
if (!selectedFile || isAnalyzing) return;
const submittedFile = selectedFile;
isAnalyzing = true;
button.disabled = true;
button.textContent = "Analyzing…";
status.textContent = "Connecting to the model and analyzing your image…";
status.classList.remove("error");
try {
if (!clientPromise) clientPromise = Client.connect(MODEL_SPACE);
const client = await clientPromise;
// The API expects an image blob in the parameter named "img".
const response = await client.predict(API_ENDPOINT, { img: submittedFile });
// From the documented /predict API:
// [0] estimated expert rating (1–7), [1] mean-centered style score,
// [2] original HTML visualization (unused by the redesigned UI).
const values = response.data;
if (!Array.isArray(values) || values.length < 2 || values[0] == null || values[1] == null) {
throw new Error("The model returned an unexpected response.");
}
const expert = Number(values[0]);
const centered = Number(values[1]);
if (!Number.isFinite(expert) || !Number.isFinite(centered)) {
throw new Error("The model returned a non-numeric prediction.");
}
// Do not change or recompute model outputs; round only the visible labels.
styleScore.textContent = centered.toFixed(2);
expertRating.textContent = expert.toFixed(2);
const pct = Math.max(0, Math.min(100, ((centered + DISPLAY_HALF_RANGE) / (2 * DISPLAY_HALF_RANGE)) * 100));
marker.style.left = `${pct}%`;
outside.style.display = Math.abs(centered) > DISPLAY_HALF_RANGE ? "block" : "none";
empty.style.display = "none";
results.style.display = "flex";
status.textContent = "Analysis complete.";
} catch (error) {
clientPromise = null; // allow a fresh connection on retry
status.textContent = "Prediction unavailable. Please retry; the model may be restarting or temporarily offline.";
status.classList.add("error");
console.error("Model prediction failed:", error);
} finally {
isAnalyzing = false;
button.disabled = !selectedFile;
button.textContent = "Analyze Design";
}
});
</script>
</body>
</html>
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