├── .github └── workflows │ └── jekyll-gh-pages.yml ├── .gitignore ├── assets └── vmbench │ ├── css │ ├── bulma-carousel.min.css │ ├── bulma-slider.min.css │ ├── bulma.css.map.txt │ ├── bulma.min.css │ ├── fontawesome.all.min.css │ └── index.css │ ├── hf-logo.svg │ ├── images │ ├── correlation-matrix.jpg │ ├── eval_pipeline.jpg │ ├── eval_result.png │ ├── intro.jpg │ ├── metric_pipeline.jpg │ ├── prompt_pipeline.jpg │ └── statistic.jpg │ ├── js │ ├── bulma-carousel.js │ ├── bulma-carousel.min.js │ ├── bulma-slider.js │ ├── bulma-slider.min.js │ ├── fontawesome.all.min.js │ └── index.js │ └── videos │ ├── cogvideo-1.mp4 │ ├── cogvideo-2.mp4 │ ├── cogvideo-3.mp4 │ ├── cogvideo-4.mp4 │ ├── cogvideo-5.mp4 │ ├── cogvideo-6.mp4 │ ├── hunyuan-1.mp4 │ ├── hunyuan-2.mp4 │ ├── hunyuan-3.mp4 │ ├── hunyuan-4.mp4 │ ├── hunyuan-5.mp4 │ ├── hunyuan-6.mp4 │ ├── mochi-1.mp4 │ ├── mochi-2.mp4 │ ├── mochi-3.mp4 │ ├── mochi-4.mp4 │ ├── mochi-5.mp4 │ ├── mochi-6.mp4 │ ├── opensora-1.mp4 │ ├── opensora-2.mp4 │ ├── opensora-3.mp4 │ ├── opensora-4.mp4 │ ├── opensora-5.mp4 │ ├── opensora-6.mp4 │ ├── opensora-plan-1.mp4 │ ├── opensora-plan-2.mp4 │ ├── opensora-plan-3.mp4 │ ├── opensora-plan-4.mp4 │ ├── opensora-plan-5.mp4 │ ├── opensora-plan-6.mp4 │ ├── wan-1.mp4 │ ├── wan-2.mp4 │ ├── wan-3.mp4 │ ├── wan-4.mp4 │ ├── wan-5.mp4 │ └── wan-6.mp4 └── index.html /.github/workflows/jekyll-gh-pages.yml: -------------------------------------------------------------------------------- 1 | # Sample workflow for building and deploying a Jekyll site to GitHub Pages 2 | name: Deploy Jekyll with GitHub Pages dependencies preinstalled 3 | 4 | on: 5 | # Runs on pushes targeting the default branch 6 | push: 7 | branches: ["main"] 8 | 9 | # Allows you to run this workflow manually from the Actions tab 10 | workflow_dispatch: 11 | 12 | # Sets permissions of the GITHUB_TOKEN to allow deployment to GitHub Pages 13 | permissions: 14 | contents: read 15 | pages: write 16 | id-token: write 17 | 18 | # Allow only one concurrent deployment, skipping runs queued between the run in-progress and latest queued. 19 | # However, do NOT cancel in-progress runs as we want to allow these production deployments to complete. 20 | concurrency: 21 | group: "pages" 22 | cancel-in-progress: false 23 | 24 | jobs: 25 | # Build job 26 | build: 27 | runs-on: ubuntu-latest 28 | steps: 29 | - name: Checkout 30 | uses: actions/checkout@v4 31 | - name: Setup Pages 32 | uses: actions/configure-pages@v5 33 | - name: Build with Jekyll 34 | uses: actions/jekyll-build-pages@v1 35 | with: 36 | source: ./ 37 | destination: ./_site 38 | - name: Upload artifact 39 | uses: actions/upload-pages-artifact@v3 40 | 41 | # Deployment job 42 | deploy: 43 | environment: 44 | name: github-pages 45 | url: ${{ steps.deployment.outputs.page_url }} 46 | runs-on: ubuntu-latest 47 | needs: build 48 | steps: 49 | - name: Deploy to GitHub Pages 50 | id: deployment 51 | uses: actions/deploy-pages@v4 52 | 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'}}]).default}); -------------------------------------------------------------------------------- /assets/vmbench/js/bulma-slider.js: -------------------------------------------------------------------------------- 1 | (function webpackUniversalModuleDefinition(root, factory) { 2 | if(typeof exports === 'object' && typeof module === 'object') 3 | module.exports = factory(); 4 | else if(typeof define === 'function' && define.amd) 5 | define([], factory); 6 | else if(typeof exports === 'object') 7 | exports["bulmaSlider"] = factory(); 8 | else 9 | root["bulmaSlider"] = factory(); 10 | })(typeof self !== 'undefined' ? self : this, function() { 11 | return /******/ (function(modules) { // webpackBootstrap 12 | /******/ // The module cache 13 | /******/ var installedModules = {}; 14 | /******/ 15 | /******/ // The require function 16 | /******/ function __webpack_require__(moduleId) { 17 | /******/ 18 | /******/ // Check if module is in cache 19 | /******/ if(installedModules[moduleId]) { 20 | /******/ return installedModules[moduleId].exports; 21 | /******/ } 22 | /******/ // Create a new module (and put it into the cache) 23 | /******/ var module = installedModules[moduleId] = { 24 | /******/ i: moduleId, 25 | /******/ l: false, 26 | /******/ exports: {} 27 | /******/ }; 28 | /******/ 29 | /******/ // Execute the module function 30 | /******/ modules[moduleId].call(module.exports, module, module.exports, __webpack_require__); 31 | /******/ 32 | /******/ // Flag the module as loaded 33 | /******/ module.l = true; 34 | /******/ 35 | /******/ // Return the exports of the module 36 | /******/ return module.exports; 37 | /******/ } 38 | /******/ 39 | /******/ 40 | /******/ // expose the modules object (__webpack_modules__) 41 | /******/ __webpack_require__.m = modules; 42 | /******/ 43 | /******/ // expose the module cache 44 | /******/ __webpack_require__.c = installedModules; 45 | /******/ 46 | /******/ // define getter function for harmony exports 47 | /******/ __webpack_require__.d = function(exports, name, getter) { 48 | /******/ if(!__webpack_require__.o(exports, name)) { 49 | /******/ Object.defineProperty(exports, name, { 50 | /******/ configurable: false, 51 | /******/ enumerable: true, 52 | /******/ get: getter 53 | /******/ }); 54 | /******/ } 55 | /******/ }; 56 | /******/ 57 | /******/ // getDefaultExport function for compatibility with non-harmony modules 58 | /******/ __webpack_require__.n = function(module) { 59 | /******/ var getter = module && module.__esModule ? 60 | /******/ function getDefault() { return module['default']; } : 61 | /******/ function getModuleExports() { return module; }; 62 | /******/ __webpack_require__.d(getter, 'a', getter); 63 | /******/ return getter; 64 | /******/ }; 65 | /******/ 66 | /******/ // Object.prototype.hasOwnProperty.call 67 | /******/ __webpack_require__.o = function(object, property) { return Object.prototype.hasOwnProperty.call(object, property); }; 68 | /******/ 69 | /******/ // __webpack_public_path__ 70 | /******/ __webpack_require__.p = ""; 71 | /******/ 72 | /******/ // Load entry module and return exports 73 | /******/ return __webpack_require__(__webpack_require__.s = 0); 74 | /******/ }) 75 | /************************************************************************/ 76 | /******/ ([ 77 | /* 0 */ 78 | /***/ (function(module, __webpack_exports__, __webpack_require__) { 79 | 80 | "use strict"; 81 | Object.defineProperty(__webpack_exports__, "__esModule", { value: true }); 82 | /* harmony export (binding) */ __webpack_require__.d(__webpack_exports__, "isString", function() { return isString; }); 83 | /* harmony import */ var __WEBPACK_IMPORTED_MODULE_0__events__ = __webpack_require__(1); 84 | var _extends = Object.assign || function (target) { for (var i = 1; i < arguments.length; i++) { var source = arguments[i]; for (var key in source) { if (Object.prototype.hasOwnProperty.call(source, key)) { target[key] = source[key]; } } } return target; }; 85 | 86 | var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }(); 87 | 88 | var _typeof = typeof Symbol === "function" && typeof Symbol.iterator === "symbol" ? function (obj) { return typeof obj; } : function (obj) { return obj && typeof Symbol === "function" && obj.constructor === Symbol && obj !== Symbol.prototype ? "symbol" : typeof obj; }; 89 | 90 | function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } } 91 | 92 | function _possibleConstructorReturn(self, call) { if (!self) { throw new ReferenceError("this hasn't been initialised - super() hasn't been called"); } return call && (typeof call === "object" || typeof call === "function") ? call : self; } 93 | 94 | function _inherits(subClass, superClass) { if (typeof superClass !== "function" && superClass !== null) { throw new TypeError("Super expression must either be null or a function, not " + typeof superClass); } subClass.prototype = Object.create(superClass && superClass.prototype, { constructor: { value: subClass, enumerable: false, writable: true, configurable: true } }); if (superClass) Object.setPrototypeOf ? Object.setPrototypeOf(subClass, superClass) : subClass.__proto__ = superClass; } 95 | 96 | 97 | 98 | var isString = function isString(unknown) { 99 | return typeof unknown === 'string' || !!unknown && (typeof unknown === 'undefined' ? 'undefined' : _typeof(unknown)) === 'object' && Object.prototype.toString.call(unknown) === '[object String]'; 100 | }; 101 | 102 | var bulmaSlider = function (_EventEmitter) { 103 | _inherits(bulmaSlider, _EventEmitter); 104 | 105 | function bulmaSlider(selector) { 106 | var options = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : {}; 107 | 108 | _classCallCheck(this, bulmaSlider); 109 | 110 | var _this = _possibleConstructorReturn(this, (bulmaSlider.__proto__ || Object.getPrototypeOf(bulmaSlider)).call(this)); 111 | 112 | _this.element = typeof selector === 'string' ? document.querySelector(selector) : selector; 113 | // An invalid selector or non-DOM node has been provided. 114 | if (!_this.element) { 115 | throw new Error('An invalid selector or non-DOM node has been provided.'); 116 | } 117 | 118 | _this._clickEvents = ['click']; 119 | /// Set default options and merge with instance defined 120 | _this.options = _extends({}, options); 121 | 122 | _this.onSliderInput = _this.onSliderInput.bind(_this); 123 | 124 | _this.init(); 125 | return _this; 126 | } 127 | 128 | /** 129 | * Initiate all DOM element containing selector 130 | * @method 131 | * @return {Array} Array of all slider instances 132 | */ 133 | 134 | 135 | _createClass(bulmaSlider, [{ 136 | key: 'init', 137 | 138 | 139 | /** 140 | * Initiate plugin 141 | * @method init 142 | * @return {void} 143 | */ 144 | value: function init() { 145 | this._id = 'bulmaSlider' + new Date().getTime() + Math.floor(Math.random() * Math.floor(9999)); 146 | this.output = this._findOutputForSlider(); 147 | 148 | this._bindEvents(); 149 | 150 | if (this.output) { 151 | if (this.element.classList.contains('has-output-tooltip')) { 152 | // Get new output position 153 | var newPosition = this._getSliderOutputPosition(); 154 | 155 | // Set output position 156 | this.output.style['left'] = newPosition.position; 157 | } 158 | } 159 | 160 | this.emit('bulmaslider:ready', this.element.value); 161 | } 162 | }, { 163 | key: '_findOutputForSlider', 164 | value: function _findOutputForSlider() { 165 | var _this2 = this; 166 | 167 | var result = null; 168 | var outputs = document.getElementsByTagName('output') || []; 169 | 170 | Array.from(outputs).forEach(function (output) { 171 | if (output.htmlFor == _this2.element.getAttribute('id')) { 172 | result = output; 173 | return true; 174 | } 175 | }); 176 | return result; 177 | } 178 | }, { 179 | key: '_getSliderOutputPosition', 180 | value: function _getSliderOutputPosition() { 181 | // Update output position 182 | var newPlace, minValue; 183 | 184 | var style = window.getComputedStyle(this.element, null); 185 | // Measure width of range input 186 | var sliderWidth = parseInt(style.getPropertyValue('width'), 10); 187 | 188 | // Figure out placement percentage between left and right of input 189 | if (!this.element.getAttribute('min')) { 190 | minValue = 0; 191 | } else { 192 | minValue = this.element.getAttribute('min'); 193 | } 194 | var newPoint = (this.element.value - minValue) / (this.element.getAttribute('max') - minValue); 195 | 196 | // Prevent bubble from going beyond left or right (unsupported browsers) 197 | if (newPoint < 0) { 198 | newPlace = 0; 199 | } else if (newPoint > 1) { 200 | newPlace = sliderWidth; 201 | } else { 202 | newPlace = sliderWidth * newPoint; 203 | } 204 | 205 | return { 206 | 'position': newPlace + 'px' 207 | }; 208 | } 209 | 210 | /** 211 | * Bind all events 212 | * @method _bindEvents 213 | * @return {void} 214 | */ 215 | 216 | }, { 217 | key: '_bindEvents', 218 | value: function _bindEvents() { 219 | if (this.output) { 220 | // Add event listener to update output when slider value change 221 | this.element.addEventListener('input', this.onSliderInput, false); 222 | } 223 | } 224 | }, { 225 | key: 'onSliderInput', 226 | value: function onSliderInput(e) { 227 | e.preventDefault(); 228 | 229 | if (this.element.classList.contains('has-output-tooltip')) { 230 | // Get new output position 231 | var newPosition = this._getSliderOutputPosition(); 232 | 233 | // Set output position 234 | this.output.style['left'] = newPosition.position; 235 | } 236 | 237 | // Check for prefix and postfix 238 | var prefix = this.output.hasAttribute('data-prefix') ? this.output.getAttribute('data-prefix') : ''; 239 | var postfix = this.output.hasAttribute('data-postfix') ? this.output.getAttribute('data-postfix') : ''; 240 | 241 | // Update output with slider value 242 | this.output.value = prefix + this.element.value + postfix; 243 | 244 | this.emit('bulmaslider:ready', this.element.value); 245 | } 246 | }], [{ 247 | key: 'attach', 248 | value: function attach() { 249 | var _this3 = this; 250 | 251 | var selector = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : 'input[type="range"].slider'; 252 | var options = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : {}; 253 | 254 | var instances = new Array(); 255 | 256 | var elements = isString(selector) ? document.querySelectorAll(selector) : Array.isArray(selector) ? selector : [selector]; 257 | elements.forEach(function (element) { 258 | if (typeof element[_this3.constructor.name] === 'undefined') { 259 | var instance = new bulmaSlider(element, options); 260 | element[_this3.constructor.name] = instance; 261 | instances.push(instance); 262 | } else { 263 | instances.push(element[_this3.constructor.name]); 264 | } 265 | }); 266 | 267 | return instances; 268 | } 269 | }]); 270 | 271 | return bulmaSlider; 272 | }(__WEBPACK_IMPORTED_MODULE_0__events__["a" /* default */]); 273 | 274 | /* harmony default export */ __webpack_exports__["default"] = (bulmaSlider); 275 | 276 | /***/ }), 277 | /* 1 */ 278 | /***/ (function(module, __webpack_exports__, __webpack_require__) { 279 | 280 | "use strict"; 281 | var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }(); 282 | 283 | function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } } 284 | 285 | var EventEmitter = function () { 286 | function EventEmitter() { 287 | var listeners = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : []; 288 | 289 | _classCallCheck(this, EventEmitter); 290 | 291 | this._listeners = new Map(listeners); 292 | this._middlewares = new Map(); 293 | } 294 | 295 | _createClass(EventEmitter, [{ 296 | key: "listenerCount", 297 | value: function listenerCount(eventName) { 298 | if (!this._listeners.has(eventName)) { 299 | return 0; 300 | } 301 | 302 | var eventListeners = this._listeners.get(eventName); 303 | return eventListeners.length; 304 | } 305 | }, { 306 | key: "removeListeners", 307 | value: function removeListeners() { 308 | var _this = this; 309 | 310 | var eventName = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : null; 311 | var middleware = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : false; 312 | 313 | if (eventName !== null) { 314 | if (Array.isArray(eventName)) { 315 | name.forEach(function (e) { 316 | return _this.removeListeners(e, middleware); 317 | }); 318 | } else { 319 | this._listeners.delete(eventName); 320 | 321 | if (middleware) { 322 | this.removeMiddleware(eventName); 323 | } 324 | } 325 | } else { 326 | this._listeners = new Map(); 327 | } 328 | } 329 | }, { 330 | key: "middleware", 331 | value: function middleware(eventName, fn) { 332 | var _this2 = this; 333 | 334 | if (Array.isArray(eventName)) { 335 | name.forEach(function (e) { 336 | return _this2.middleware(e, fn); 337 | }); 338 | } else { 339 | if (!Array.isArray(this._middlewares.get(eventName))) { 340 | this._middlewares.set(eventName, []); 341 | } 342 | 343 | this._middlewares.get(eventName).push(fn); 344 | } 345 | } 346 | }, { 347 | key: "removeMiddleware", 348 | value: function removeMiddleware() { 349 | var _this3 = this; 350 | 351 | var eventName = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : null; 352 | 353 | if (eventName !== null) { 354 | if (Array.isArray(eventName)) { 355 | name.forEach(function (e) { 356 | return _this3.removeMiddleware(e); 357 | }); 358 | } else { 359 | this._middlewares.delete(eventName); 360 | } 361 | } else { 362 | this._middlewares = new Map(); 363 | } 364 | } 365 | }, { 366 | key: "on", 367 | value: function on(name, callback) { 368 | var _this4 = this; 369 | 370 | var once = arguments.length > 2 && arguments[2] !== undefined ? arguments[2] : false; 371 | 372 | if (Array.isArray(name)) { 373 | name.forEach(function (e) { 374 | return _this4.on(e, callback); 375 | }); 376 | } else { 377 | name = name.toString(); 378 | var split = name.split(/,|, | /); 379 | 380 | if (split.length > 1) { 381 | split.forEach(function (e) { 382 | return _this4.on(e, callback); 383 | }); 384 | } else { 385 | if (!Array.isArray(this._listeners.get(name))) { 386 | this._listeners.set(name, []); 387 | } 388 | 389 | this._listeners.get(name).push({ once: once, callback: callback }); 390 | } 391 | } 392 | } 393 | }, { 394 | key: "once", 395 | value: function once(name, callback) { 396 | this.on(name, callback, true); 397 | } 398 | }, { 399 | key: "emit", 400 | value: function emit(name, data) { 401 | var _this5 = this; 402 | 403 | var silent = arguments.length > 2 && arguments[2] !== undefined ? arguments[2] : false; 404 | 405 | name = name.toString(); 406 | var listeners = this._listeners.get(name); 407 | var middlewares = null; 408 | var doneCount = 0; 409 | var execute = silent; 410 | 411 | if (Array.isArray(listeners)) { 412 | listeners.forEach(function (listener, index) { 413 | // Start Middleware checks unless we're doing a silent emit 414 | if (!silent) { 415 | middlewares = _this5._middlewares.get(name); 416 | // Check and execute Middleware 417 | if (Array.isArray(middlewares)) { 418 | middlewares.forEach(function (middleware) { 419 | middleware(data, function () { 420 | var newData = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : null; 421 | 422 | if (newData !== null) { 423 | data = newData; 424 | } 425 | doneCount++; 426 | }, name); 427 | }); 428 | 429 | if (doneCount >= middlewares.length) { 430 | execute = true; 431 | } 432 | } else { 433 | execute = true; 434 | } 435 | } 436 | 437 | // If Middleware checks have been passed, execute 438 | if (execute) { 439 | if (listener.once) { 440 | listeners[index] = null; 441 | } 442 | listener.callback(data); 443 | } 444 | }); 445 | 446 | // 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interp_images = []; 7 | function preloadInterpolationImages() { 8 | for (var i = 0; i < NUM_INTERP_FRAMES; i++) { 9 | var path = INTERP_BASE + '/' + String(i).padStart(6, '0') + '.jpg'; 10 | interp_images[i] = new Image(); 11 | interp_images[i].src = path; 12 | } 13 | } 14 | 15 | function setInterpolationImage(i) { 16 | var image = interp_images[i]; 17 | image.ondragstart = function() { return false; }; 18 | image.oncontextmenu = function() { return false; }; 19 | $('#interpolation-image-wrapper').empty().append(image); 20 | } 21 | 22 | 23 | $(document).ready(function() { 24 | // Check for click events on the navbar burger icon 25 | $(".navbar-burger").click(function() { 26 | // Toggle the "is-active" class on both the "navbar-burger" and the "navbar-menu" 27 | $(".navbar-burger").toggleClass("is-active"); 28 | $(".navbar-menu").toggleClass("is-active"); 29 | 30 | }); 31 | 32 | var options = { 33 | slidesToScroll: 1, 34 | slidesToShow: 1, 35 | loop: true, 36 | infinite: true, 37 | autoplay: false, 38 | autoplaySpeed: 3000, 39 | } 40 | 41 | // Initialize all div with carousel class 42 | var carousels = bulmaCarousel.attach('.carousel', options); 43 | 44 | // Loop on each carousel initialized 45 | for(var i = 0; i < carousels.length; i++) { 46 | // Add listener to event 47 | carousels[i].on('before:show', state => { 48 | console.log(state); 49 | }); 50 | } 51 | 52 | // Access to bulmaCarousel instance of an element 53 | var element = document.querySelector('#my-element'); 54 | if (element && element.bulmaCarousel) { 55 | // bulmaCarousel instance is available as element.bulmaCarousel 56 | element.bulmaCarousel.on('before-show', function(state) { 57 | console.log(state); 58 | }); 59 | } 60 | 61 | /*var player = document.getElementById('interpolation-video'); 62 | player.addEventListener('loadedmetadata', function() { 63 | $('#interpolation-slider').on('input', function(event) { 64 | console.log(this.value, player.duration); 65 | player.currentTime = player.duration 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VMBench: A Benchmark for Perception-Aligned Video Motion Generation

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56 | 57 | 58 | 59 | Xinran Ling1*, 60 | 61 | 62 | Chen Zhu1*, 63 | 64 | 65 | Meiqi Wu1,3*, 66 | 67 | 68 | Hangyu Li1, 69 | 70 | 71 | Xiaokun Feng1,2, 72 | 73 |
74 | 75 | Cundian Yang1, 76 | 77 | 78 | Aiming Hao1, 79 | 80 | 81 | Jiashu Zhu1, 82 | 83 | 84 | Jiahong Wu1†, 85 | 86 | 87 | Xiangxiang Chu1 88 | 89 |
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95 | (* equal contributions, † corresponding authors) 96 |
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99 | 100 | 1 101 | AMAP, Alibaba Group    102 | 2 103 | CRISE, Institute of Automation, Chinese Academy of Sciences    104 |
105 | 3 106 | School of Computer Science and Technology, University of Chinese Academy of Sciences    107 | 108 |
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155 | Teaser. 156 |

157 | Overview of VMBench. Our benchmark encompasses six principal categories of motion patterns, with each prompt constructed as a comprehensive motion structured around three core components: subject, place, and acion. We propose a novel multi-dimensional video motion evaluation comprising five human-centric quality metrics derived from perceptual preferences. Utilizing videos generated by popular T2V models, we conduct systematic human evaluations to validate the effectiveness of our metrics in capturing human perceptual preferences.

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Abstract

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170 | Video generation has advanced rapidly, improving evaluation methods, yet assessing video's motion remains a major challenge. Specifically, there are two key issues: 1) current motion metrics do not fully align with human perceptions; 2) the existing motion prompts are limited. Based on these findings, we introduce VMBench---a comprehensive Video Motion Benchmark that has perception-aligned motion metrics and features the most diverse types of motion. VMBench has several appealing properties: (1) Perception-Driven Motion Evaluation Metrics, we identify five dimensions based on human perception in motion video assessment and develop fine-grained evaluation metrics, providing deeper insights into models' strengths and weaknesses in motion quality. (2) Meta-Guided Motion Prompt Generation, a structured method that extracts meta-information, generates diverse motion prompts with LLMs, and refines them through human-AI validation, resulting in a multi-level prompt library covering six key dynamic scene dimensions. (3) Human-Aligned Validation Mechanism, we provide human preference annotations to validate our benchmarks, with our metrics achieving an average 35.3% improvement in Spearman’s correlation over baseline methods. This is the first time that the quality of motion in videos has been evaluated from the perspective of human perception alignment. 171 |

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Perception-Driven Motion Evaluation Metrics (PMM)

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193 | Framework of our Perception-Driven Motion Metrics (PMM). PMM comprises multiple evaluation metrics: Commonsense Adherence Score (CAS), Motion Smoothness Score (MSS), Object Integrity Score (OIS), Perceptible Amplitude 194 | Score (PAS), and Temporal Coherence Score (TCS). (a-e): Computational flowcharts for each metric. The scores produced by 195 | PMM show variation trends consistent with human assessments, indicating strong alignment with human perception. 196 |

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Diagram of Human Perception Flow

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216 | Our metrics framework for evaluating video motion, which is inspired by the mechanisms of human perception of 217 | motion in videos. (a) Human perception of motion in videos primarily encompasses two dimensions: Comprehensive Analysis 218 | of Motion and Capture of Motion Details. (b) Our proposed metrics framework for evaluating video motion. Specifically, 219 | the MSS and CAS correspond to the human process of Comprehensive Analysis of Motion, while the OIS, PAS, and TCS 220 | correspond to the capture of motion details. 221 |

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Meta-Guided Motion Prompt Generation (MMPG)

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241 | Framework of our Meta-Guided Motion Prompt Generation (MMPG). MMPG consists of three stages: (a) Metainformation Extraction: Extracting Subjects, Places, and Actions from datasets such as VidProm [30], Didemo [35], MSRVTT [34], WebVid [33], Place365 [31], and Kinect-700 [32]. (b) Self-Refining Prompt Generation: Generating and iteratively refining prompts based on the extracted information. (c) Human-LLM Joint Validation: Validating the prompts through 242 | a collaborative process between humans and DeepSeek-R1 to ensure their rationality 243 |

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VMBench Meta-Guided Motion Prompt Statistics

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263 | Statistical analysis of motion prompts in VMBench. (a-h): Multi-perspective statistical analysis of prompts in 264 | VMBench. These analyses demonstrate VMBench’s comprehensive evaluation scope, encompassing motion dynamics, information diversity, and real-world commonsense adherence. 265 |

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VMBench Generation Results of Open-Source Models

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Prompt: A tourist joyfully splashes water in an outdoor swimming pool, their arms and legs moving energetically as they playfully splash around.

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Prompt: Three books are thrown into the air, their pages fluttering as they soar over the soccer field, landing in a scattered pattern.

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VMBench Evaluation Results of Video Generative Models

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390 | We visualize the evaluation results of the 6 most recent video generation models across Perception-Driven Motion Evaluation Metrics (PMM) dimensions. 391 |

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BibTeX

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If you find our work useful, please consider citing our paper:

402 | 
@misc{ling2025vmbenchbenchmarkperceptionalignedvideo,
403 |       title={VMBench: A Benchmark for Perception-Aligned Video Motion Generation},
404 |       author={Xinran Ling and Chen Zhu and Meiqi Wu and Hangyu Li and Xiaokun Feng and Cundian Yang and Aiming Hao and Jiashu Zhu and Jiahong Wu and Xiangxiang Chu},
405 |       year={2025},
406 |       eprint={2503.10076},
407 |       archivePrefix={arXiv},
408 |       primaryClass={cs.CV},
409 |       url={https://arxiv.org/abs/2503.10076},
410 | }
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