VFX Generation on OpenVFX benchmark leaderboard · SOTA2 Research

VFX Generation on OpenVFX

4Cake-ify Quality ScoreVFX-Creator

Evaluation Results

Method	Links
VFX-Creator2026.03		4	—	—	—	—	5	5	5	5	4.2	5	5	5	1	5	5	1.8	4.8	4.34
EffectMaker2026.03		3.6	—	—	—	—	4.6	5	4.2	5	3.8	5	5	4.6	4.8	5	5	4.2	5	4.63
EffectMaker2026.03		3.39	—	—	—	—	2.94	3.01	2.99	1.93	2.23	2.44	2.17	3.19	3.7	2.53	2.79	3.99	2.46	2.84
Omni-Effect2026.03		3.11	—	—	—	—	2.49	2.62	2.39	1.93	1.84	2.23	1.48	2.55	2.27	2.2	2.27	2.59	1.82	2.27
Omni-Effect2026.03		2.8	—	—	—	—	5	4	2.8	4.8	4.8	5	5	5	4	4.6	5	3.8	5	4.4
VFX-Creator2026.03		2.71	—	—	—	—	2.41	2.68	2.33	1.69	1.38	2.13	0.97	2.41	2.5	1.96	1.77	2.28	1.62	2.06
Wan2.2-FT2026.03		2.2	—	—	—	—	5	0	5	5	3	4.4	4.2	3	4.6	1	4	3.8	5	3.59
Wan2.2-FT2026.03		2.15	—	—	—	—	1.42	2.63	2.15	1.64	0.91	2.23	1.71	1.89	2.12	1.74	2.11	2.04	1.69	1.89
EffectMaker2026.03		0.59	—	—	—	—	0.02	0.11	0.51	-0.06	-0.13	0.73	0.25	0.09	0.65	0.26	-0.05	0.52	0.04	0.25
Wan2.2-FT2026.03		0.22	—	—	—	—	-0.16	0.79	0.41	0.06	-0.3	0.45	0.27	0.04	0.28	0.09	-0.02	0.63	0.01	0.2
Omni-Effect2026.03		0.12	—	—	—	—	-0.27	-0.08	0.02	-0.09	-0.33	0.04	-0.28	-0.11	-0.04	-0.14	-0.37	-0.09	-0.34	-0.14
VFX-Creator2026.03		-0.05	—	—	—	—	-0.15	-0.05	0.13	-0.17	-0.35	0.11	-0.26	-0.14	0.48	-0.16	-0.41	0.77	-0.21	-0.03
Wan2.2-FT2026.03		-0.56	—	—	—	—	1.43	-2.2	-2.51	-1.38	0.87	0.75	-1.22	-0.04	-1.03	-1.5	0.94	-2.62	-0.74	-0.7
EffectMaker2026.03		-1.89	—	—	—	—	1.4	-1.6	-2.31	-0.55	1.11	1.29	1	0.41	-0.47	-0.17	0.8	-2.35	-0.08	-0.24
Omni-Effect2026.03		-2.23	—	—	—	—	1.8	-1.99	-3.1	-3.32	1.77	1.27	1.51	-1.71	-1.04	-0.22	0.87	-2.43	0.28	-0.61
VFX-Creator2026.03		-2.63	—	—	—	—	1.54	-1.82	-3.38	-3.5	1.44	0.9	1.51	-2.95	-1.29	-0.58	0.99	-3.36	0.26	-0.92