Reasoning-based Text-to-Image Generation on WISE

87Overall ScoreNano-Banana-Pro

Evaluation Results

Method
Nano-Banana-Pro2026.05	87	89	80	89	88	86	85
Nano Banana Pro2026.06	87	89	80	89	88	86	85
SenseNova-U1-SFT2026.05	81	81	77	84	81	84	82
GPT-Image-12026.02	80	81	71	89	83	79	74
GPT-4o2026.01	80	81	71	89	83	79	74
GPT-Image-12026.05	80	81	71	89	83	79	74
GPT-Image-12026.06	80	81	71	89	83	79	74
Seedream 4.02026.02	78	78	73	85	79	84	67
LLaDA2.0-Uni + w/ thinking2026.04	78	73	79	86	81	88	74
Seedream 4.02026.05	78	78	73	85	79	84	67
SenseNova-U1-SFT2026.05	78	78	73	82	80	85	77
Unified Thinker2026.01	74	75	70	81	73	81	55
SenseNova-U1-SFT2026.05	74	73	69	80	73	82	69
DeepGen 1.02026.02	73	72	81	70	67	82	66
Unified Thinker2026.01	73	75	66	78	75	79	61
InterleaveThinker2026.06	73	72	70	82	72	78	69
DeepGen 1.02026.02	72	70	71	82	62	79	65
NEO-unify2026.05	72	73	67	79	70	75	66
BAGEL2026.06	72	76	69	75	65	75	58
InterleaveThinker2026.06	72	74	67	83	72	76	56
BAGEL2026.02	70	76	69	75	65	75	58
Unified Thinker2026.01	70	72	65	75	64	75	61
BAGEL2026.05	70	76	69	75	65	75	58
SenseNova-U1-SFT2026.05	69	65	66	82	68	81	66
Unified Thinker2026.01	68	70	65	73	62	73	55
LLaDA2.0-Uni2026.04	68	54	77	82	79	87	60
STAR2026.02	66	61	67	61	74	69	66
LongCat-Image2026.02	65	66	61	72	66	72	49
LongCat-Image2026.04	65	66	61	72	66	72	49
LongCat-Image2026.06	65	66	61	72	66	72	49
Qwen-Image2026.05	63	63	62	76	60	72	39
BLIP3-o2026.02	62	—	—	—	—	—	—
NextFlow-RL2026.02	62	63	63	77	58	67	39
Qwen-Image2026.02	62	62	63	77	57	75	40
Qwen-Image2026.01	62	62	63	77	57	75	40
Qwen-Image-Edit2026.01	62	62	63	77	57	75	40
Qwen-Image2026.04	62	62	63	77	57	75	40
BLIP3-o2026.05	62	—	—	—	—	—	—
Qwen-Image2026.06	62	62	63	77	57	75	40
Hunyuan-Image-3.02026.06	61	57	58	75	58	71	47
Qwen-Image-Edit-25112026.06	60	60	60	76	52	66	39
NextFlow2026.04	59	62	60	70	54	58	38
NEO-unify2026.05	59	59	54	68	57	69	50
UniWorld-V22026.01	58	60	61	70	53	64	32
InternVL-U2026.05	58	55	57	74	51	72	46
Emu3.52026.05	58	—	—	—	—	—	—
Hunyuan-Image 3.02026.02	57	58	57	70	56	63	31
LongCat-Next2026.05	57	—	—	—	—	—	—
ARM-RL2026.06	56	53	59	67	54	64	45
MetaQuery-XL2026.02	55	56	55	62	49	63	41
UniWorld-V12026.02	55	53	55	73	45	59	41
UniWorld-V12026.01	55	53	55	73	45	59	41
MetaQuery-XL2026.01	55	56	55	62	49	63	41
UniWorld-V12026.05	55	53	55	73	45	59	41
MetaQuery-XL2026.06	55	56	55	62	49	63	41
Manzano2026.01	54	58	50	65	50	55	32
OpenUni-L2026.01	52	51	49	64	48	63	35
OpenUni-L2026.01	52	49	53	69	49	56	39
BAGEL2026.01	52	44	55	68	44	60	39
BAGEL2026.04	52	44	55	68	44	60	39
BAGEL2026.06	52	44	55	68	44	60	39
FLUX.1 [Dev]2026.02	50	48	58	62	42	51	35
FLUX.1 [Dev]2026.04	50	48	58	62	42	51	35
FLUX.1-dev2026.05	50	48	58	62	42	51	35
FLUX.1[Dev]2026.06	50	48	58	62	42	51	35
ARM2026.06	50	47	52	60	47	54	43
FLUX.1-dev2026.06	50	48	58	62	42	51	35
BAGEL2026.05	49	44	52	65	42	62	41
OmniGen22026.02	47	42	52	64	43	50	34
NEO-unify2026.05	47	—	—	—	—	—	—
PixArt-Alpha2026.06	47	45	50	48	49	56	34
FLUX.2-klein-9B2026.06	47	44	60	67	32	50	27
Manzano2026.01	46	42	51	59	45	51	32
InternVL-U2026.04	46	37	51	68	39	62	39
InternVL-U2026.05	46	37	51	68	39	62	39
SD-3.5-large2026.06	46	44	50	58	44	52	31
SD3-Medium2026.04	45	43	50	52	41	53	33
SD3-Medium2026.05	45	43	50	52	41	53	33
OpenUni-B2026.01	43	37	45	58	39	50	30
SDXL2026.06	43	43	48	47	44	45	27
Ovis-U12026.05	42	36	46	64	35	52	28
SD3 Medium2026.06	42	42	44	48	39	47	29
Liquid2026.01	41	38	42	53	36	47	30
NEO-unify2026.05	41	—	—	—	—	—	—
Lumina-DiMOO2026.04	40	35	43	59	31	49	34
Lumina-DiMOO2026.05	40	35	43	59	31	49	34
Emu3-Gen2026.04	39	34	45	48	41	45	27
Emu32026.06	39	34	45	48	41	45	27
Janus-Pro2026.02	35	30	37	49	36	42	26
Janus-Pro2026.04	35	30	37	49	36	42	26
Janus-Pro2026.05	35	30	37	49	36	42	26
Janus-Pro-7B2026.06	35	30	37	49	36	42	26
SDv1.52026.06	32	34	35	32	28	29	21
VILA-U2026.06	31	26	33	37	35	39	23
Janus2026.06	23	16	26	35	28	30	14