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Visual Synthesis on 4D World Modeling

0.684IQ

Wan-2.1-I2V-14B

Updated 18d ago

Evaluation Results

Method	Links
Wan-2.1-I2V-14B 2026.07		0.684	0.988	0.891	0.956	0.536	12.72	0.568
4DNeX 2026.07		0.637	0.994	0.917	0.986	0.649	14.47	0.404
RynnWorld-4D 2026.07		0.635	0.995	0.957	0.992	0.754	17.85	0.269
w/o RoPE in JA 2026.07		0.628	0.99	0.935	0.98	0.71	17.1	0.295
w/o MA 2026.07		0.621	0.992	0.952	0.975	0.699	17.85	0.303
shared FFN 2026.07		0.618	0.985	0.902	0.965	0.695	16.5	0.32
w/o 4D Pre-training 2026.07		0.615	0.982	0.879	0.938	0.651	16.25	0.344
Independent Branches 2026.07		0.613	0.986	0.922	0.971	0.683	17.26	0.346
TesserAct 2026.07		0.608	0.992	0.904	0.956	0.693	16.91	0.335
CogVideoX 2026.07		0.604	0.976	0.866	0.917	0.534	12.17	0.577
Wan-2.2-TI2V-5B 2026.07		0.555	0.97	0.886	0.909	0.593	14.54	0.489
Free4D 2026.07		0.354	0.993	0.787	0.848	0.492	12.4	0.597