Text-to-Image Generation on GenEval++

90Color AccuracyGPT4o

Evaluation Results

Method
GPT4o2026.01	90	67.5	72.5	62.5	60	80	85	73.9
GPT-4o2026.05	90	67.5	72.5	62.5	60	80	85	73.9
CLVR2026.05	90	45	45	65	60	72.5	53.8	61.6
GPT-Image-12026.05	90	67.5	72.5	62.5	60	80	85	73.9
Qwen-Image2026.01	87.5	72.5	72.5	60	47.5	72.5	55	66.8
CLVR2026.05	87.5	62.5	60	75	57.5	70	70	68.9
Qwen-Image2026.05	87.5	72.5	72.5	60	47.5	72.5	55	66.8
GenClaw2026.05	87.5	95	82.5	85	92.5	82.5	90	87.8
GPT-Image-1.52026.05	85	95	77.5	50	60	77.5	80	75
Gemini-3.1 Flash-Image2026.05	85	85	80	75	67.5	72.5	77.5	77.5
Nano-Banana2026.05	80	70	68	53	68	78	80	71
Gemini-3.0 Pro-Image2026.05	80	90	75	70	72.5	72.5	85	76.1
GenAgent (w/ Qwen-Image)2026.01	77.5	77.5	65	80	60	72.5	75	72.5
GenAgent2026.05	77.5	77.5	65	80	60	72.5	75	72.5
Mind-Brush2026.05	77.5	70	77.5	75	85	77.5	85	78.2
GenAgent (+RL)2026.01	75	67.5	37.5	52.5	45	62.5	52.5	56.1
FLUX.2 [Klein]2026.05	75	42.5	22.5	30	5	45	42.5	37.5
FLUX.2 [Klein]2026.05	75	45	25	0	5	27.5	37.5	30.7
Uni-CoT2026.05	70	67.5	65.5	62.5	60	62.5	57.5	63.5
T2I-R12025.12	68	33	20	35	8	25	30	31
T2I-R12026.01	67.5	32.5	20	35	7.5	25	30	31.1
T2I-R12025.12	67.5	32.5	20	35	7.5	25	30	31.1
T2I-R12026.05	67.5	32.5	20	35	7.5	25	30	31.1
T2I-R12026.05	67.5	32.5	20	35	7.5	25	30	31.1
BLIP3-o2026.05	67.5	32.5	20	35	7.5	25	30	31.1
OmniGen22026.05	67.5	32.5	20	35	7.5	25	30	31.1
GenAgent (Ours w/o tool)2026.01	65	57.5	35	45	35	60	40	48.2
SDv3-medium2025.12	55	50	12.5	35	17.5	15	22.5	29.6
OmniGen22025.12	55	42.5	20	27.5	12.5	25	45	32.5
NPC2025.12	55	67.5	35	52.5	55	72.5	62.5	57.1
SD3-medium2026.03	55	50	12.5	35	17.5	15	22.5	29.6
OmniGen22026.03	55	42.5	20	27.5	12.5	25	45	32.5
OmniGen22026.05	55	42.5	20	27.5	12.5	25	45	32.5
PromptEnhancer2026.01	50	62.5	22.5	37.5	12.5	45	37.5	38.2
GenAgent (+SFT)2026.01	50	55	55	52.5	25	60	57.5	50.7
PromptEnhancer2026.05	50	62.5	22.5	37.5	12.5	45	37.5	38.2
Janus Pro 7B2026.01	45	30	12.5	30	7.5	35	12.5	24.6
Janus-Pro2025.12	45	30	12.5	30	7.5	35	12.5	24.6
Janus-Pro-7B2025.12	45	30	13	30	8	35	13	25
DraCo2025.12	45	53	28	40	28	53	38	40
Janus-Pro2026.03	45	30	12.5	30	7.5	35	12.5	24.6
Janus-Pro2026.05	45	30	12.5	30	7.5	35	12.5	24.6
Janus Pro 7B2026.05	45	30	12.5	30	7.5	35	12.5	24.6
DraCo2026.05	45	53	28	40	28	53	38	40
FLUX.1-Kontext2025.12	42.5	50	20	25	30	40	32.5	34.3
FLUX.1-Kontext2026.05	42.5	50	20	25	30	40	32.5	34.3
FLUX.1-dev2026.01	40	60	25	25	7.5	40	30	32.5
ReflectionFlow2026.01	40	62.5	27.5	27.5	20	42.5	32.5	36.1
SD-3.5 M2026.05	40	60	25	25	7.5	40	30	32.5
FLUX.1-dev2026.05	40	60	25	25	7.5	40	30	32.5
FLUX.1-dev2025.12	35	62.5	15	27.5	20	37.5	22.5	31.4
FLUX.1-dev2025.12	35	63	15	28	20	38	23	31
Bagel-Think2025.12	35	38	35	45	13	48	35	35
FLUX.1-dev2026.03	35	62.5	15	27.5	20	37.5	22.5	31.4
FLUX.1-dev2026.05	35	62.5	15	27.5	20	37.5	22.5	31.4
Bagel2025.12	33	60	25	33	25	48	38	37
Bagel2026.01	32.5	60	25	32.5	25	47.5	37.5	37.1
Bagel2025.12	32.5	60	25	32.5	25	47.5	37.5	37.1
BAGEL2026.03	32.5	60	25	32.5	25	47.5	37.5	37.1
BAGEL2026.05	32.5	60	25	32.5	25	47.5	37.5	37.1
Bagel2026.05	32.5	60	25	32.5	25	47.5	37.5	37.1
GenAgent (Base)2026.01	30	60	32.5	30	32.5	30	35	35.7
GvU2026.03	30	40	15	57.5	52.5	67.5	40	40.4
BLIP3-o2025.12	25	25	12.5	60	12.5	57.5	22.5	30.7
BLIP3-o 8B2025.12	25	25	13	60	13	58	23	31
BLIP3-o 8B2026.03	25	25	12.5	60	12.5	57.5	22.5	30.7
XOmni2026.03	22.5	50	2.5	32.5	15	47.5	27.5	28.2
BLIP3-o 4B2025.12	13	23	10	45	13	55	23	26
BLIP3-o2025.12	12.5	22.5	10	45	12.5	55	22.5	25.7
SDXL2025.12	5	37.5	0	0	0	0	0	6.1
SDXL2025.12	5	38	0	0	0	0	0	6
SD XL2026.03	5	37.5	0	0	0	0	0	6.1
SDv2.12025.12	0	32.5	2.5	0	0	2.5	7.5	6.4
SDv2.12025.12	0	33	3	0	0	3	8	6
SD v2.12026.03	0	32.5	2.5	0	0	2.5	7.5	6.4