Visual Synthesis on 4D World Modeling benchmark leaderboard · SOTA2 Research

Visual Synthesis on 4D World Modeling

0.684IQWan-2.1-I2V-14B

Evaluation Results

Method	Links
Wan-2.1-I2V-14B2026.07		0.684	0.988	0.891	0.956	0.536	12.72	0.568
4DNeX2026.07		0.637	0.994	0.917	0.986	0.649	14.47	0.404
RynnWorld-4D2026.07		0.635	0.995	0.957	0.992	0.754	17.85	0.269
w/o RoPE in JA2026.07		0.628	0.99	0.935	0.98	0.71	17.1	0.295
w/o MA2026.07		0.621	0.992	0.952	0.975	0.699	17.85	0.303
shared FFN2026.07		0.618	0.985	0.902	0.965	0.695	16.5	0.32
w/o 4D Pre-training2026.07		0.615	0.982	0.879	0.938	0.651	16.25	0.344
Independent Branches2026.07		0.613	0.986	0.922	0.971	0.683	17.26	0.346
TesserAct2026.07		0.608	0.992	0.904	0.956	0.693	16.91	0.335
CogVideoX2026.07		0.604	0.976	0.866	0.917	0.534	12.17	0.577
Wan-2.2-TI2V-5B2026.07		0.555	0.97	0.886	0.909	0.593	14.54	0.489
Free4D2026.07		0.354	0.993	0.787	0.848	0.492	12.4	0.597