{"id":106181,"date":"2026-09-16T20:41:29","date_gmt":"2026-09-16T12:41:29","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/106181.html"},"modified":"2026-09-16T20:41:29","modified_gmt":"2026-09-16T12:41:29","slug":"10%e4%b8%aa%e6%95%b0%e6%8d%ae%e9%9b%86143%e4%b8%87%e6%ae%b5%e8%a7%86%e9%a2%91%e7%bb%9f%e4%b8%80%e6%88%90%e4%b8%80%e4%bb%bd%e5%a5%91%e7%ba%a6%ef%bc%8csolarwm%e4%b8%96%e7%95%8c%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/106181.html","title":{"rendered":"10\u4e2a\u6570\u636e\u96c6143\u4e07\u6bb5\u89c6\u9891\u7edf\u4e00\u6210\u4e00\u4efd\u5951\u7ea6\uff0cSolarWM\u4e16\u754c\u6a21\u578b\u5f00\u6e90\u6570\u636e\u5f15\u64ce\u62c6\u8bfb"},"content":{"rendered":"<p>\u300a\u4e09\u5e74\u9762\u8bd5\u4e94\u5e74\u6a21\u62df\u300bAIGC \/ LLM \/ AI Agent \u7b97\u6cd5\u5de5\u7a0b\u5e08\u4e0e\u5f00\u53d1\u5de5\u7a0b\u5e08\u6c42\u804c\u9762\u8bd5\u79d8\u7c4d&#xff0c;\u72ec\u5bb6\u8d44\u6e90\u89c1 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&#xff08;2&#xff09;\u6570\u636e\u4fa7\u628a10\u4e2a\u6570\u636e\u96c6\u7ea6143\u4e07\u6bb5\u89c6\u9891\u6536\u6210\u4e00\u4efd\u9010\u5e27\u6837\u672c\u5951\u7ea6&#xff0c;\u88ab\u62d2\u768454.9\u4e07\u6bb5\u4e5f\u5e26\u7740\u6807\u6ce8\u548c\u539f\u56e0\u4e00\u8d77\u53d1\u5e03&#xff0c;\u603b\u91cf\u7ea625.85TB\u3002 &#xff08;3&#xff09;\u6765\u6e90\u5904\u7406\u4e0e\u8bad\u7ec3\u6df7\u5408\u62c6\u5f00&#xff0c;\u540c\u4e00\u5957\u4e09\u9636\u6bb5\u914d\u65b9\u5728Wan2.2\u3001LTX-2.5\u3001MiniMax-H3\u4e0a\u8bad\u51fa5B\u523033B\u56db\u4e2a\u6a21\u578b&#xff0c;\u8bad\u7ec3\u5e8f\u5217\u53ea\u67095\u79d2\u3002 &#xff08;4&#xff09;\u77ed\u677f\u5728\u8bc4\u6d4b&#xff0c;\u8bba\u6587\u6ca1\u6709\u5b9a\u91cf\u6307\u6807&#xff0c;\u957f\u65f6\u7a0b\u6548\u679c\u5168\u9760\u56fe\u8bf4\u8bdd&#xff0c;14B\u548cLTX\u7248\u540e\u4e24\u4e2a\u9636\u6bb5\u6743\u91cd\u4e5f\u8fd8\u6ca1\u653e\u3002 &#xff08;5&#xff09;\u6587\u672b\u9644\u5b98\u65b95B\u6587\u6863\u91cc\u7684\u5355\u5361\u63a8\u7406\u547d\u4ee4\u3002<\/p>\n<p>2026\u5e749\u6708&#xff0c;\u6e2f\u4e2d\u6df1\u3001NUS\u3001HKUST\u3001NVIDIA\u3001MSRA\u3001UCLA\u7b49\u673a\u6784\u628aSolarWM\u8bba\u6587\u6302\u4e0aarXiv\u3002\u4ed3\u5e93\u8bb0\u5f559\u67083\u65e5\u653e\u51fa\u4ee3\u7801\u3001\u6570\u636e\u548c5B\u6743\u91cd\u3002\u6211\u628a\u8bba\u6587\u548c\u4ed3\u5e93\u6587\u6863\u5bf9\u4e86\u4e00\u904d&#xff0c;\u51b3\u5b9a\u628a\u7bc7\u5e45\u7559\u7ed9\u5b83\u7684\u6570\u636e\u5f15\u64ce\u3002<\/p>\n<p>\u7ed9\u4e00\u5f20\u8d77\u59cb\u56fe\u3001\u4e00\u6bb5\u573a\u666f\u63cf\u8ff0\u548c\u4e00\u6761\u76f8\u673a\u8f68\u8ff9&#xff0c;\u6a21\u578b\u6309\u76f8\u673a\u8d70\u5411\u5f80\u540e\u751f\u6210\u753b\u9762\u3002SolarWM\u628a\u8fd9\u6761\u8def\u516c\u5f00\u4e86&#xff0c;143\u4e07\u6bb5\u89c6\u9891&#xff0c;\u7ea625.85TB\u3002\u4ed3\u5e93README\u6709\u65f6\u5199\u621014\u4e2a\u6570\u636e\u96c6&#xff0c;\u8bba\u6587\u53e3\u5f84\u662f10\u4e2a\u6e90\u6570\u636e\u96c6\u300114\u4e2a\u53ef\u72ec\u7acb\u7b5b\u9009\u7684\u6570\u636e\u4e3b\u4eba\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260916124120-6aaa8e70d3973.png\" alt=\"Solar\u5f00\u653e\u6570\u636e\u5f15\u64ce\uff0c\u4ece\u5f02\u6784\u6765\u6e90\u5230\u53ef\u91cd\u914d\u7684\u8bad\u7ec3\u914d\u65b9\" \/><\/p>\n<h3>\u4e16\u754c\u6a21\u578b\u4e3a\u4ec0\u4e48\u4e00\u76f4\u96be\u590d\u73b0<\/h3>\n<p>Genie 3\u3001Matrix-Game\u3001LingBot-World\u3001Yume\u8fc7\u53bb\u4e24\u5e74\u540d\u5b57\u5f88\u591a\u3002\u8bba\u6587\u6309\u5b98\u65b9\u4ed3\u5e93\u6838\u5bf9\u52302026\u5e748\u670818\u65e5&#xff0c;\u517119\u4e2a\u7cfb\u7edf\u3002<\/p>\n<table>\n<tr>\u7cfb\u7edf\u6743\u91cd\u63a8\u7406\u4ee3\u7801\u8bad\u7ec3\u4ee3\u7801\u5904\u7406\u540e\u6570\u636e\u5b8c\u6574\u8bb0\u5f55\u53ef\u6267\u884c\u7ba1\u7ebf\u7cbe\u786e\u914d\u65b9\u591a\u9aa8\u5e72<\/tr>\n<tbody>\n<tr>\n<td>Genie 3<\/td>\n<td>\u65e0<\/td>\n<td>\u65e0<\/td>\n<td>\u65e0<\/td>\n<td>\u65e0<\/td>\n<td>\u65e0<\/td>\n<td>\u65e0<\/td>\n<td>\u65e0<\/td>\n<td>\u65e0<\/td>\n<\/tr>\n<tr>\n<td>Matrix-Game 3.5<\/td>\n<td>\u6709<\/td>\n<td>\u6709<\/td>\n<td>\u65e0<\/td>\n<td>\u65e0<\/td>\n<td>\u65e0<\/td>\n<td>\u65e0<\/td>\n<td>\u65e0<\/td>\n<td>\u65e0<\/td>\n<\/tr>\n<tr>\n<td>Yume<\/td>\n<td>\u6709<\/td>\n<td>\u6709<\/td>\n<td>\u6709<\/td>\n<td>\u65e0<\/td>\n<td>\u65e0<\/td>\n<td>\u90e8\u5206<\/td>\n<td>\u90e8\u5206<\/td>\n<td>\u65e0<\/td>\n<\/tr>\n<tr>\n<td>ABot-World-0<\/td>\n<td>\u90e8\u5206<\/td>\n<td>\u6709<\/td>\n<td>\u65e0<\/td>\n<td>\u6709&#xff0c;2.74TB&#xff0c;30k\u6bb5<\/td>\n<td>\u90e8\u5206<\/td>\n<td>\u65e0<\/td>\n<td>\u65e0<\/td>\n<td>\u65e0<\/td>\n<\/tr>\n<tr>\n<td>SANA-WM<\/td>\n<td>\u90e8\u5206<\/td>\n<td>\u6709<\/td>\n<td>\u6709<\/td>\n<td>\u90e8\u5206&#xff0c;235GB&#xff0c;1.6k\u6bb5<\/td>\n<td>\u90e8\u5206<\/td>\n<td>\u90e8\u5206<\/td>\n<td>\u90e8\u5206<\/td>\n<td>\u65e0<\/td>\n<\/tr>\n<tr>\n<td>HY-WorldPlay 1.5<\/td>\n<td>\u90e8\u5206<\/td>\n<td>\u6709<\/td>\n<td>\u6709<\/td>\n<td>\u65e0<\/td>\n<td>\u65e0<\/td>\n<td>\u90e8\u5206<\/td>\n<td>\u90e8\u5206<\/td>\n<td>\u6709&#xff0c;2\u79cd<\/td>\n<\/tr>\n<tr>\n<td>minWM<\/td>\n<td>\u6709<\/td>\n<td>\u6709<\/td>\n<td>\u6709<\/td>\n<td>\u90e8\u5206&#xff0c;527GB&#xff0c;19k\u6bb5<\/td>\n<td>\u65e0<\/td>\n<td>\u6709<\/td>\n<td>\u6709<\/td>\n<td>\u6709&#xff0c;2\u79cd<\/td>\n<\/tr>\n<tr>\n<td>BiWM<\/td>\n<td>\u65e0<\/td>\n<td>\u6709<\/td>\n<td>\u6709<\/td>\n<td>\u6709&#xff0c;16.9GB&#xff0c;25k\u6bb5<\/td>\n<td>\u65e0<\/td>\n<td>\u90e8\u5206<\/td>\n<td>\u90e8\u5206<\/td>\n<td>\u6709&#xff0c;3\u79cd<\/td>\n<\/tr>\n<tr>\n<td>ForgeWM<\/td>\n<td>\u6709<\/td>\n<td>\u6709<\/td>\n<td>\u6709<\/td>\n<td>\u6709&#xff0c;95GB&#xff0c;40k\u6bb5<\/td>\n<td>\u65e0<\/td>\n<td>\u6709<\/td>\n<td>\u6709<\/td>\n<td>\u65e0<\/td>\n<\/tr>\n<tr>\n<td>SolarWM<\/td>\n<td>\u6709<\/td>\n<td>\u6709<\/td>\n<td>\u6709<\/td>\n<td>\u6709&#xff0c;25.85TB&#xff0c;1426k\u6bb5<\/td>\n<td>\u6709<\/td>\n<td>\u6709<\/td>\n<td>\u6709<\/td>\n<td>\u6709&#xff0c;4\u79cd<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8868\u6458\u81ea\u8bba\u6587Table 1&#xff0c;\u539f\u886819\u884c\u6211\u6311\u4e8610\u884c\u3002\u90e8\u5206\u5bf9\u5e94\u539f\u8868\u7684\u7f29\u51cf\u7248\u6216\u6682\u4e0d\u53ef\u7528&#xff0c;\u65e0\u5bf9\u5e94\u539f\u8868\u7684\u672a\u627e\u5230\u3002<\/p>\n<p>\u6743\u91cd\u548c\u63a8\u7406\u4ee3\u7801\u591a\u6570\u90fd\u7ed9&#xff0c;\u8bad\u7ec3\u4ee3\u7801\u7ed9\u5230\u4e00\u534a&#xff0c;\u5904\u7406\u540e\u7684\u8bad\u7ec3\u6570\u636e\u5c31\u5f88\u5c11\u3002\u7ed9\u4e86\u6570\u636e\u7684\u51e0\u5bb6\u91cc&#xff0c;\u516c\u5f00\u4f53\u91cf\u6700\u5927\u7684\u662fABot-World-0\u76842.74TB&#xff0c;SolarWM\u5927\u7ea6\u662f\u5b83\u7684\u4e5d\u500d\u3002<\/p>\n<p>\u5b8c\u6574\u8bb0\u5f55\u8fd9\u4e00\u5217\u53ea\u6709SolarWM\u4e00\u5bb6\u6253\u4e86\u52fe&#xff0c;\u6307\u6807\u6ce8\u3001\u5206\u6570\u3001\u6765\u6e90\u548c\u9009\u5165\u6216\u5254\u9664\u7684\u539f\u56e0\u3002\u522b\u5bb6\u4ee3\u7801\u5728\u3001\u6570\u636e\u4e5f\u5728&#xff0c;\u4f60\u4ecd\u4e0d\u77e5\u9053\u4f5c\u8005\u6309\u4ec0\u4e48\u89c4\u5219\u6311\u7684\u6837\u672c&#xff0c;\u590d\u73b0\u5bf9\u4e0d\u4e0a\u5f88\u6b63\u5e38\u3002<\/p>\n<p>\u5404\u6765\u6e90\u7684\u65f6\u957f\u3001\u76f8\u673a\u5750\u6807\u7ea6\u5b9a\u3001\u5b57\u5e55\u98ce\u683c\u90fd\u4e0d\u4e00\u6837&#xff0c;\u76f4\u63a5\u62fc\u5728\u4e00\u8d77\u8bad&#xff0c;\u6df7\u5408\u4e4b\u540e\u6a21\u578b\u4f1a\u53d8\u5dee\u3002\u5404\u5bb6\u89c6\u9891\u751f\u6210\u5668\u7684\u6f5c\u7a7a\u95f4\u548c\u6761\u4ef6\u6ce8\u5165\u65b9\u5f0f\u4e5f\u4e0d\u540c&#xff0c;\u6bcf\u4e2a\u9aa8\u5e72\u5355\u72ec\u5199\u9002\u914d&#xff0c;\u9aa8\u5e72\u4e4b\u95f4\u5c31\u6ca1\u6cd5\u6bd4\u3002<\/p>\n<h3>\u4e00\u4efd\u6837\u672c\u5951\u7ea6\u7ba1\u4f4f10\u4e2a\u6570\u636e\u96c6<\/h3>\n<p>\u6570\u636e\u5f15\u64ce\u7684\u539f\u5219\u662f\u5148\u628a\u6bcf\u4e00\u6bb5\u89c6\u9891\u4ece\u6bcf\u4e2a\u6765\u6e90\u5168\u90e8\u5904\u7406\u548c\u6807\u6ce8\u5b8c&#xff0c;\u518d\u8c08\u8bad\u7ec3\u65f6\u600e\u4e48\u6311\u3002<\/p>\n<p>10\u4e2a\u6e90\u6570\u636e\u96c6\u662fABOT-World\u3001DL3DV\u3001MiraData\u3001RealCam\u3001SpatialVID\u3001Sekai-Game\u3001Sekai-Walking\u3001MIND\u3001MultiCamVideo\u3001OmniWorld\u3002<\/p>\n<p>DL3DV\u62c6\u621010\u79d2\u548c60\u79d2\u4e24\u4e2a\u4e3b\u4eba&#xff0c;MiraData\u3001Sekai-Walking\u3001SpatialVID\u53e6\u6709\u4e09\u4efd\u62b9\u6389\u4eba\u8f66\u7684\u5e72\u51c0\u5e95\u677f&#xff0c;\u52a0\u8d77\u676514\u4e2a\u4e3b\u4eba&#xff0c;\u7b5b\u9009\u548c\u52a0\u6743\u4e92\u4e0d\u5f71\u54cd\u3002<\/p>\n<p>\u6bcf\u4e2a\u6837\u672c\u5199\u6210\u540c\u4e00\u4e2a\u4e03\u5143\u7ec4&#xff0c;\u89c6\u9891\u3001\u9010\u5e27\u5ea6\u91cf\u5c3a\u5ea6\u76f8\u673a\u5916\u53c2\u3001\u9010\u5e27\u5185\u53c2\u3001\u5bc6\u96c6\u5b57\u5e55\u3001\u6765\u6e90\u5143\u6570\u636e\u3001\u5b8c\u6574\u6307\u6807\u8bb0\u5f55&#xff0c;\u6700\u540e\u662f\u6eaf\u6e90\u4fe1\u606f\u3002\u89c6\u9891\u5e27\u3001\u4f4d\u59ff\u3001\u5185\u53c2\u5fc5\u987b\u5171\u7528\u540c\u4e00\u5957\u5e27\u7d22\u5f15\u3002<\/p>\n<p>\u7269\u7406\u8bed\u6599\u5b58\u89c6\u9891\u548c\u6807\u6ce8&#xff0c;\u903b\u8f91\u914d\u65b9\u5b58\u5212\u5206\u5f52\u5c5e\u3001\u8d28\u91cf\u6863\u4f4d\u3001\u6765\u6e90\u6743\u91cd\u548c\u91cd\u590d\u56e0\u5b50&#xff0c;\u6a21\u578b\u89c6\u56fe\u5b58\u67d0\u4e2a\u9aa8\u5e72\u9700\u8981\u7684\u7a97\u53e3\u957f\u5ea6\u6216\u9884\u7f16\u7801\u6f5c\u53d8\u91cf\u3002\u6539\u914d\u65b9\u4e0d\u7528\u590d\u5236\u89c6\u9891&#xff0c;\u6362\u4e00\u4e2aVAE\u4e5f\u4e0d\u4f1a\u6539\u52a8\u6570\u636e\u7684\u9009\u53d6\u3002<\/p>\n<h3>\u76f8\u673a\u3001\u5e72\u51c0\u5e95\u677f\u548c\u5b57\u5e55\u4e09\u9053\u5de5\u5e8f<\/h3>\n<p>\u76f8\u673a\u6807\u6ce8\u6cbf\u7528SANA-WM\u7684\u505a\u6cd5\u3002\u6765\u6e90\u53ea\u6709\u89c6\u9891\u65f6&#xff0c;Pi3X\u4f30\u65f6\u95f4\u4e00\u81f4\u4f46\u5c3a\u5ea6\u542b\u7cca\u7684\u573a\u666f\u7ed3\u6784&#xff0c;MoGe-2\u7ed9\u6bcf\u5e27\u5ea6\u91cf\u6df1\u5ea6\u951a\u70b9&#xff0c;\u4e24\u8fb9\u878d\u5408\u540e\u4ea4\u7ed9\u6539\u8fc7\u7684VIPE SLAM\u540e\u7aef&#xff0c;\u8f93\u51fa6\u81ea\u7531\u5ea6\u8f68\u8ff9&#xff0c;\u5185\u53c2\u9010\u5e27\u72ec\u7acb\u4f18\u5316\u3002<\/p>\n<p>\u6709\u53d8\u7126\u7684\u7247\u6bb5&#xff0c;\u4e00\u6574\u6bb5\u5171\u7528\u4e00\u4e2a\u5185\u53c2\u77e9\u9635\u4e0d\u591f\u7528\u3002\u6765\u6e90\u81ea\u5e26\u771f\u503c\u6216COLMAP\u4f4d\u59ff\u7684&#xff0c;\u4fdd\u7559\u539f\u8f68\u8ff9&#xff0c;Pi3X\u53ea\u8d1f\u8d23\u628a\u5c3a\u5ea6\u5bf9\u4e0a&#xff0c;\u7528Umeyama Sim(3) \u62df\u5408&#xff0c;\u53ea\u53d6\u6b8b\u5dee\u6700\u4f4e\u7684**80%**\u5e27\u91cd\u65b0\u4f30\u8ba1\u3002<\/p>\n<p>\u7b2c\u4e8c\u9053\u5de5\u5e8f\u9488\u5bf9\u52a8\u6001\u7269\u4f53\u3002\u884c\u4eba\u548c\u8f66\u8f86\u7684\u8fd0\u52a8\u65e2\u89e3\u91ca\u4e0d\u6210\u76f8\u673a\u8fd0\u52a8&#xff0c;\u4e5f\u6ca1\u6cd5\u7a33\u5b9a\u63a7\u5236\u3002\u4ed6\u4eec\u7528LTX-2.3\u7684Clean Plate IC-LoRA\u628a\u4eba\u548c\u8f66\u62b9\u6389&#xff0c;\u4fdd\u7559\u573a\u666f\u5e03\u5c40\u548c\u76f8\u673a\u8f68\u8ff9&#xff0c;\u8f93\u51651248\u00d7704&#xff0c;\u8f93\u51fa1280\u00d7720\u300116 fps\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260916124121-6aaa8e71b4f1e.png\" alt=\"LTX Clean Plate\u5904\u7406\u524d\u540e\u5bf9\u6bd4\uff0c\u5de6\u4e3a\u539f\u7247\uff0c\u53f3\u4e3a\u62b9\u6389\u4eba\u8f66\u540e\u7684\u7ed3\u679c\" \/><\/p>\n<p>\u62b9\u6389\u4e4b\u540e\u4e0d\u9ed8\u8ba4\u7ee7\u627f\u539f\u7247\u7684\u8d28\u91cf&#xff0c;\u5b57\u5e55\u3001\u89c6\u89c9\u6307\u6807\u3001\u76f8\u673a\u8bca\u65ad\u5bf9\u6bcf\u4e2a\u8f93\u51fa\u7a97\u53e3\u91cd\u65b0\u7b97\u4e00\u904d\u3002\u8fd9\u6279\u5e72\u51c0\u7247\u6bb5\u517154.3\u4e07\u6bb5&#xff0c;\u4f5c\u4e3a\u4e09\u4e2a\u72ec\u7acb\u6570\u636e\u6e90\u5b58\u5728&#xff0c;\u4e0d\u6084\u6084\u66ff\u6362\u539f\u6570\u636e\u96c6\u3002<\/p>\n<p>\u7b2c\u4e09\u9053\u662f\u5b57\u5e55\u3002\u5168\u90e8143\u4e07\u6bb5\u90fd\u8fc7\u540c\u4e00\u4e2aKimi-K2.6\u7ba1\u7ebf&#xff0c;\u6bcf\u79d2\u62bd1\u5e27\u6700\u591a64\u5e27&#xff0c;\u8f93\u51fa60\u5230150\u4e2a\u82f1\u6587\u5355\u8bcd&#xff0c;\u53ea\u63cf\u8ff0\u5efa\u7b51\u3001\u5730\u5f62\u3001\u690d\u88ab\u3001\u5149\u7167\u8fd9\u7c7b\u6301\u4e45\u73af\u5883\u3002\u4eba\u3001\u52a8\u7269\u3001\u52a8\u4f5c\u3001\u76f8\u673a\u8fd0\u52a8\u4e00\u5f8b\u4e0d\u5199&#xff0c;\u9632\u6b62\u6587\u672c\u6761\u4ef6\u628a\u76f8\u673a\u63a7\u5236\u4fe1\u606f\u6f0f\u8fdb\u53bb\u3002<\/p>\n<h3>\u5148\u5168\u90e8\u6807\u6ce8&#xff0c;\u518d\u6309\u6765\u6e90\u8fc7\u6ee4<\/h3>\n<p>\u8fc7\u6ee4\u89c4\u5219\u6bcf\u4e2a\u6570\u636e\u6e90\u5355\u72ec\u51bb\u7ed3\u4e00\u7248&#xff0c;\u4ea7\u51faxhigh\u3001high\u3001rejected\u4e09\u4e2a\u4e92\u65a5\u6807\u7b7e\u3002\u6ee1\u8db3\u4fdd\u7559\u89c4\u5219\u8fdbhigh&#xff0c;\u540c\u65f6\u6ee1\u8db3\u66f4\u4e25\u7684\u63d0\u5347\u89c4\u5219\u8fdbxhigh&#xff0c;\u5176\u4f59\u5168\u90e8\u8fdbrejected&#xff0c;\u5e76\u9644\u4e0a\u673a\u5668\u53ef\u8bfb\u7684\u5931\u8d25\u539f\u56e0\u3002<\/p>\n<p>\u89c4\u5219\u523b\u610f\u4e0d\u5bf9\u79f0\u3002Sekai-Game\u662f\u6e38\u620f\u5f55\u5c4f&#xff0c;\u9ad8\u901f\u8fd0\u52a8\u591a&#xff0c;\u4ed6\u4eec\u4e0d\u5bf9\u5b83\u65bd\u52a0\u76f8\u673a\u51e0\u4f55\u548c\u9971\u548c\u5ea6\u95e8\u69db&#xff0c;\u53ea\u9650\u5236UniMatch\u8fd0\u52a8\u91cf\u4e0d\u8d85\u8fc7350\u3002MiraData\u5219\u8981\u6c42\u5206\u8fa8\u7387\u5fc5\u987b\u662f1280\u00d7720&#xff0c;\u753b\u8d28\u52064\u4ee5\u4e0a\u3002<\/p>\n<p>\u6700\u7ec8\u8d26\u76ee\u630914\u4e2a\u4e3b\u4eba\u9010\u884c\u5217\u51fa\u30021,425,694\u6bb5\u89c6\u9891\u91cchigh\u6863471,798\u6bb5&#xff0c;xhigh\u6863404,795\u6bb5&#xff0c;rejected 549,101\u6bb5\u3002\u88ab\u62d2\u7684\u7167\u6837\u53d1\u5e03&#xff0c;\u5e26\u7740\u62d2\u6536\u539f\u56e0\u3002\u56fe\u91ccxhigh\u5199\u6210406K&#xff0c;\u4ee5\u8fd9\u5f20\u8868\u4e3a\u51c6\u3002<\/p>\n<p>\u8bba\u6587\u4e3e\u4e86\u4e2a\u914d\u65b9\u4f8b\u5b50\u300281\u5e27\u77ed\u914d\u65b9\u7269\u7406\u8bad\u7ec3\u884c600,320\u6761&#xff0c;\u5bf9ABOT\u3001MiraData\u3001Sekai-Game\u4e09\u4e2a\u6e90\u65bd\u52a06\u500d\u91cd\u590d\u56e0\u5b50\u505a\u6765\u6e90\u5e73\u8861&#xff0c;\u6bcf\u4e2aepoch\u865a\u62df\u51fa\u73b0870,210\u6b21\u3002\u91cd\u590d\u53ea\u662f\u7d22\u5f15\u91cc\u7684\u6570\u5b57&#xff0c;\u89c6\u9891\u4e0d\u590d\u5236\u3002<\/p>\n<h3>\u4e00\u5957\u4e09\u9636\u6bb5\u914d\u65b9\u8de8\u4e09\u79cd\u9aa8\u5e72<\/h3>\n<p>\u8bad\u7ec3\u5206\u4e09\u4e2a\u9636\u6bb5\u3002\u7b2c\u4e00\u9636\u6bb5\u5728\u53cc\u5411\u6ce8\u610f\u529b\u4e0b\u628a\u9884\u8bad\u7ec3\u89c6\u9891\u751f\u6210\u5668\u9002\u914d\u5230\u5e26\u76f8\u673a\u6761\u4ef6\u7684\u4e16\u754c\u6570\u636e\u3002\u76f8\u673a\u63a7\u5236\u901a\u8fc7fused-PRoPE\u6ce8\u5165&#xff0c;\u6295\u5f71\u65cb\u8f6c\u76f4\u63a5\u4f5c\u7528\u5728Q\u3001K\u3001V\u4e0a&#xff0c;\u4e0d\u52a0\u5355\u72ec\u63a7\u5236\u5206\u652f\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260916124122-6aaa8e726b52a.png\" alt=\"SolarWM-5B\u7684\u4e09\u9636\u6bb5\u8bad\u7ec3\u6d41\u7a0b\u4e0e\u5c0f\u65f6\u7ea7\u63a8\u7406\u793a\u610f\" \/><\/p>\n<p>\u7b2c\u4e8c\u9636\u6bb5\u5207\u5230\u56e0\u679c\u6ce8\u610f\u529b&#xff0c;\u9884\u6d4b\u5f53\u524d\u5757\u65f6\u53ea\u770b\u5e72\u51c0\u7684\u771f\u503c\u5386\u53f2\u3002AnyFlow\u635f\u5931\u76d1\u7763\u4efb\u610f\u566a\u58f0\u6c34\u5e73\u4e4b\u95f4\u7684\u6d41\u6620\u5c04&#xff0c;\u5f97\u5230\u5c11\u6b65\u81ea\u56de\u5f52\u521d\u59cb\u5316\u5668&#xff0c;\u7701\u6389Causal Forcing\u7cfb\u5217\u91cc\u5355\u72ec\u7684ODE\u548cCD\u521d\u59cb\u5316\u3002<\/p>\n<p>\u7b2c\u4e09\u9636\u6bb5\u7528DMD\u3002\u56e0\u679c\u5b66\u751f\u6309\u63a8\u7406\u89c4\u5219\u81ea\u5df1\u63a8\u6f14&#xff0c;\u51bb\u7ed3\u7684\u53cc\u5411\u6559\u5e08\u7ed9\u76ee\u6807\u5206\u5e03&#xff0c;\u53ef\u8bad\u7ec3\u7684\u5047\u5206\u5e03\u6a21\u578b\u8ddf\u7740\u5b66\u751f\u8d70&#xff0c;\u4e24\u8005\u4e4b\u5dee\u5c31\u662f\u66f4\u65b0\u65b9\u5411\u3002\u8bba\u6587\u5199\u5927\u90e8\u5206\u4f18\u5316\u91cf\u82b1\u5728\u53cc\u5411\u9636\u6bb5&#xff0c;\u540e\u4e24\u4e2a\u9636\u6bb5\u6536\u655b\u5f88\u5feb\u3002\u5168\u90e8\u8bad\u7ec3\u53ea\u75285\u79d2\u5e8f\u5217\u3002<\/p>\n<p>\u56db\u4e2a\u6a21\u578b\u7684\u5dee\u5f02\u96c6\u4e2d\u5728\u9aa8\u5e72\u9002\u914d\u5c42\u3002<\/p>\n<table>\n<tr>\u6a21\u578b\u9aa8\u5e72\u4fdd\u7559\u7684\u90e8\u5206VAE\u4e0b\u91c7\u6837&#xff0c;\u65f6\u95f4\/\u7a7a\u95f4\u4e09\u9636\u6bb5\u6743\u91cd\u72b6\u6001<\/tr>\n<tbody>\n<tr>\n<td>SolarWM-wan2.2-5B<\/td>\n<td>Wan2.2 TI2V-5B<\/td>\n<td>\u5b8c\u65745B&#xff0c;\u539f\u751fTI2V\u6f5c\u7a7a\u95f4<\/td>\n<td>4\u00d7 \/ 16\u00d7<\/td>\n<td>\u4e09\u9636\u6bb5\u5168\u90e8\u653e\u51fa<\/td>\n<\/tr>\n<tr>\n<td>SolarWM-wan2.2-14B<\/td>\n<td>Wan2.2 I2V-A14B<\/td>\n<td>\u53ea\u53d6\u9ad8\u566a\u58f0\u4e13\u5bb6&#xff0c;\u8bad\u6210\u5355\u4e00\u7a20\u5bc6\u6a21\u578b<\/td>\n<td>4\u00d7 \/ 8\u00d7<\/td>\n<td>\u4ec5\u53cc\u5411\u9636\u6bb5<\/td>\n<\/tr>\n<tr>\n<td>SolarWM-ltx-2.5-22B<\/td>\n<td>LTX-2.5<\/td>\n<td>\u53bb\u63893.69B\u97f3\u9891\u6d41\u548c2.58B\u97f3\u89c6\u9891\u4ea4\u53c9\u6ce8\u610f\u529b&#xff0c;\u4fdd\u755914.74B\u89c6\u9891\u8def\u5f84<\/td>\n<td>8\u00d7 \/ 32\u00d7<\/td>\n<td>\u4ec5\u53cc\u5411\u9636\u6bb5<\/td>\n<\/tr>\n<tr>\n<td>SolarWM-minimax-h3-33B<\/td>\n<td>MiniMax-H3<\/td>\n<td>33B Omni Transformer\u5168\u4fdd\u7559&#xff0c;\u97f3\u9891\u884c\u586b\u9759\u97f3\u3001\u635f\u5931\u7f6e\u96f6<\/td>\n<td>17n&#043;5\u6620\u5c04\u52305n&#043;2 \/ 16\u00d7<\/td>\n<td>\u4e09\u9636\u6bb5\u5168\u90e8\u653e\u51fa<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u53d1\u5e03\u72b6\u6001\u622a\u81f32026\u5e749\u670813\u65e5\u7684\u4ed3\u5e93README\u3002LTX\u672c\u6765\u662f\u97f3\u89c6\u9891\u8054\u5408\u6a21\u578b&#xff0c;\u4ed6\u4eec\u76f4\u63a5\u780d\u6389\u97f3\u9891\u90e8\u5206\u3002H3\u53cd\u8fc7\u6765&#xff0c;\u6253\u5305\u7ed3\u6784\u539f\u6837\u4fdd\u7559&#xff0c;\u97f3\u9891\u884c\u585e\u4e00\u6bb5\u9759\u97f3&#xff0c;\u635f\u5931\u8bbe\u6210\u96f6\u3002 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260916124123-6aaa8e73921dc.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u8d77\u59cb\u56fe\u7531GPT Image 2\u6216Krea\u751f\u6210\u3002\u540c\u6570\u636e\u540c\u63a5\u53e3\u7684\u56db\u9aa8\u5e72\u6a2a\u5411\u5bf9\u6bd4&#xff0c;\u4e4b\u524d\u5f00\u6e90\u65b9\u6848\u91cc\u6ca1\u6709\u3002<\/p>\n<h3>5\u79d2\u8bad\u7ec3\u5e8f\u5217\u63a8\u6f14\u523060\u5206\u949f<\/h3>\n<p>\u56e0\u679c\u6a21\u578b\u7684\u63a8\u7406\u8bbe\u7f6e\u662f16 fps\u30014\u6b65\u91c7\u6837\u3001\u4e0d\u7528attention sink\u3002\u6bcf\u6bb5\u4ece\u4e00\u5f20\u56fe\u8d77\u6b65&#xff0c;\u573a\u666f\u63cf\u8ff0\u5168\u7a0b\u56fa\u5b9a&#xff0c;\u76f8\u673a\u8f68\u8ff9\u662f\u552f\u4e00\u968f\u65f6\u95f4\u53d8\u5316\u7684\u5916\u90e8\u63a7\u5236\u3002\u5206\u949f\u7ea7\u548c\u5c0f\u65f6\u7ea7\u90fd\u662f\u4e0d\u95f4\u65ad\u8fde\u7eed\u63a8\u6f14&#xff0c;\u4e0d\u91cd\u542f\u3001\u4e0d\u6ce8\u5165\u53c2\u8003\u5e27\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260916124124-6aaa8e74734bc.png\" alt=\"5B\u56e0\u679c\u6a21\u578b\u5728\u57df\u5916\u5408\u6210\u8d77\u59cb\u56fe\u4e0a\u7684\u5206\u949f\u7ea7\u8fde\u7eed\u63a8\u6f14\" \/><\/p>\n<p>\u4e0a\u56fe\u662f5B\u7248\u5728\u5408\u6210\u8d77\u59cb\u56fe\u4e0a\u7684\u5206\u949f\u7ea7\u63a8\u6f14&#xff0c;\u76f8\u673a\u8f68\u8ff9\u6df7\u5408\u4e86\u524d\u8fdb\u3001\u8f6c\u5411\u3001\u5e73\u79fb\u548c\u505c\u987f\u3002\u8bba\u6587\u5199\u65b0\u9732\u51fa\u6765\u7684\u697c\u68af\u3001\u623f\u95f4\u3001\u690d\u88ab\u548c\u5d16\u58c1\u4ecd\u80fd\u8ddf\u8d77\u59cb\u753b\u9762\u5bf9\u4e0a\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260916124126-6aaa8e76afa14.png\" alt=\"5B\u56e0\u679c\u6a21\u578b\u7684\u5c0f\u65f6\u7ea7\u8fde\u7eed\u63a8\u6f14\uff0c\u6bcf\u884c\u4ece\u771f\u5b9e\u8d77\u59cb\u5e27\u62bd\u6837\u523060\u5206\u949f\u7ec8\u70b9\" \/><\/p>\n<p>\u5c0f\u65f6\u7ea7\u8d77\u59cb\u5e27\u6765\u81ea\u9a8c\u8bc1\u6c60\u91cc\u7684\u771f\u5b9e\u56fe\u7247&#xff0c;\u6bcf\u884c\u62bd\u6837\u523060\u5206\u949f\u7ec8\u70b9\u3002\u8bba\u6587\u8bf4\u7ec8\u70b9\u753b\u9762\u4ecd\u80fd\u8fa8\u8ba4\u4e14\u89c6\u89c9\u4e0a\u8fde\u8d2f\u3002<\/p>\n<p>FVD\u3001\u76f8\u673a\u8f68\u8ff9\u8bef\u5dee\u3001\u7528\u6237\u7814\u7a76&#xff0c;\u8bba\u6587\u5168\u7bc7\u672a\u62a5\u544a&#xff0c;\u548c\u5176\u4ed6\u4e16\u754c\u6a21\u578b\u7684\u6570\u5b57\u5bf9\u6bd4\u4e5f\u672a\u62a5\u544a\u3002\u6240\u6709\u6548\u679c\u5224\u65ad\u90fd\u57fa\u4e8e\u8fd9\u51e0\u5f20\u56fe\u3002\u6211\u6ca1\u6709\u8dd1\u8fc7\u6a21\u578b&#xff0c;\u4e0d\u66ff\u5b83\u4e0b\u6548\u679c\u9886\u5148\u7684\u7ed3\u8bba\u3002<\/p>\n<h3>\u672c\u5730\u8dd1\u4e00\u904d<\/h3>\n<p>\u4e0b\u9762\u547d\u4ee4\u6284\u81ea\u5b98\u65b9\u4ed3\u5e93docs\/backends\/wan22-ti2v-5b.md\u76845B\u7b2c\u4e09\u9636\u6bb5\u63a8\u7406\u793a\u4f8b\u3002\u6743\u91cd\u5728Hugging Face\u7684junchaoh-cs\/SolarWM-Wan2.2-5B&#xff0c;\u539f\u59cb\u89c6\u9891\u8981\u586b\u8868\u7533\u8bf7\u3002<\/p>\n<p><span class=\"token builtin class-name\">export<\/span> <span class=\"token assign-left variable\">SOLAR_MODEL_ROOT<\/span><span class=\"token operator\">&#061;<\/span>\/path\/to\/SolarWM-models<br \/>\n<span class=\"token builtin class-name\">export<\/span> <span class=\"token assign-left variable\">SOLAR_DATA_ROOT<\/span><span class=\"token operator\">&#061;<\/span>\/path\/to\/SolarWM-Data\/releases-v1<br \/>\n<span class=\"token builtin class-name\">export<\/span> <span class=\"token assign-left variable\">SOLAR_OUTPUT_ROOT<\/span><span class=\"token operator\">&#061;<\/span>\/path\/to\/outputs<\/p>\n<p><span class=\"token comment\"># \u5148\u6309 environments\/README.md \u6fc0\u6d3b Wan \u73af\u5883<\/span><br \/>\npython <span class=\"token parameter variable\">-m<\/span> pip <span class=\"token function\">install<\/span> <span class=\"token parameter variable\">-e<\/span> <span class=\"token builtin class-name\">.<\/span><br \/>\nhf download junchaoh-cs\/SolarWM-Wan2.2-5B &#8211;local-dir <span class=\"token string\">&#034;<span class=\"token variable\">$SOLAR_MODEL_ROOT<\/span>&#034;<\/span><\/p>\n<p>torchrun <span class=\"token parameter variable\">&#8211;standalone<\/span> &#8211;nproc-per-node<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span> <span class=\"token parameter variable\">-m<\/span> solarwm infer <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;config<\/span> configs\/examples\/wan22_ti2v_5b\/infer_stage2_sgf_camera_length.yaml <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;set<\/span> <span class=\"token assign-left variable\">model.base_path<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;<span class=\"token variable\">$SOLAR_MODEL_ROOT<\/span>\/SolarWM-5B-base&#034;<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;set<\/span> <span class=\"token assign-left variable\">checkpoint.path<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;<span class=\"token variable\">$SOLAR_MODEL_ROOT<\/span>\/SolarWM-5B-sgf-stage2-81f&#034;<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;set<\/span> <span class=\"token assign-left variable\">data.index_root<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;<span class=\"token variable\">$SOLAR_DATA_ROOT<\/span>&#034;<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;set<\/span> <span class=\"token assign-left variable\">data.transport.root<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;<span class=\"token variable\">$SOLAR_DATA_ROOT<\/span>&#034;<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;set<\/span> <span class=\"token assign-left variable\">inference.run_id<\/span><span class=\"token operator\">&#061;<\/span>my-camera-run <span class=\"token punctuation\">\\\\<\/span><br \/>\n  <span class=\"token parameter variable\">&#8211;set<\/span> <span class=\"token assign-left variable\">runtime.output_dir<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;<span class=\"token variable\">$SOLAR_OUTPUT_ROOT<\/span>\/wan5-stage2-sgf-infer&#034;<\/span><\/p>\n<p>\u540c\u4e00\u4efd\u6587\u6863\u5199&#xff0c;\u7b2c\u4e09\u9636\u6bb5\u63a8\u7406\u53ea\u89811\u5f20GPU&#xff0c;\u524d\u4e24\u4e2a\u9636\u6bb5\u5199\u7684\u662f8\u5f20\u3002\u751f\u6210\u957f\u5ea6\u6309\u6d4b\u8bd5\u6837\u672c\u7684\u76f8\u673a\u8f68\u8ff9\u53d6\u6700\u957f&#xff0c;16 fps\u4e0b\u4e00\u6761960\u5e27\u7684\u8f68\u8ff9\u5bf9\u5e94240\u4e2a\u6f5c\u53d8\u91cf\u3001957\u4e2a\u6a21\u578b\u5e27\u3002\u4e09\u79cd\u9aa8\u5e72\u8981\u4e09\u4e2a\u72ec\u7acb\u8fd0\u884c\u73af\u5883\u3002<\/p>\n<h3>\u51e0\u70b9\u770b\u6cd5<\/h3>\n<p>\u8fd9\u7bc7\u6700\u8be5\u770b\u7684\u662f\u6309\u6765\u6e90\u5199\u6210\u53ef\u6267\u884c\u7b56\u7565\u7684\u8fc7\u6ee4\u8868&#xff0c;\u518d\u628a\u88ab\u62d2\u6570\u636e\u8fde\u540c\u539f\u56e0\u4e00\u8d77\u53d1\u51fa\u6765\u3002\u522b\u4eba\u624d\u80fd\u6307\u51fa\u54ea\u6761\u9608\u503c\u5b9a\u9519\u4e86\u3002\u4ee5\u524d\u7684\u4e16\u754c\u6a21\u578b\u5de5\u4f5c&#xff0c;\u6570\u636e\u6311\u9009\u8fc7\u7a0b\u57fa\u672c\u4e0d\u516c\u5f00\u3002<\/p>\n<p>\u7269\u7406\u8bed\u6599\u3001\u903b\u8f91\u914d\u65b9\u3001\u6a21\u578b\u89c6\u56fe\u4e09\u5c42\u5206\u5f00&#xff0c;\u673a\u5668\u4eba\u6216\u81ea\u52a8\u9a7e\u9a76\u7684\u591a\u6e90\u8bad\u7ec3\u4e5f\u80fd\u7528\u3002<\/p>\n<p>\u77ed\u677f\u6709\u4e09\u6761\u3002\u6ca1\u6709\u5b9a\u91cf\u8bc4\u6d4b&#xff0c;\u8bfb\u8005\u6ca1\u6cd5\u5224\u65ad\u5b83\u548cMatrix-Game 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