Text Rendering on CVTG-2K

97.2NEDSenseNova-U1

Evaluation Results

Method
SenseNova-U12026.05	97.2	—	82.5	94.5	95.4	94.4	93.6	94
Ovis-Image2026.02	96.95	—	83.68	92.48	92.39	91.8	91.66	92
HiDream-O1-Image-Pro2026.05	96.28	—	83.49	91.33	92.21	93.65	91.75	92.22
HiDream-O1-Image2026.05	95.61	—	80.76	90.85	91.59	92.16	90.15	91.28
GPT Image 22026.05	95.15	—	77.98	89.04	88.87	91.01	90.44	90.03
Seedream-4.02026.05	95.11	—	80.33	89.8	89.49	90.44	90.15	90.03
Seedream 4.02025.12	95.07	—	78.53	88.98	91.47	89.91	88.73	89.17
Seedream 4.52026.03	94.8	—	80.7	87.8	89.5	90.8	90.1	89.9
Seedream 4.52026.05	94.8	—	80.7	87.8	89.5	90.8	90.1	89.9
GPT-Image-12026.05	94.8	—	79.8	87.8	86.6	87.3	82.2	85.7
GPT Image 12026.01	94.78	85.69	79.82	—	—	—	—	—
GPT Image 12026.02	94.78	—	79.82	87.79	86.59	87.31	82.18	85.69
GPT Image 1 [High]2026.05	94.78	—	79.82	87.79	86.59	87.31	82.18	85.69
FLUX.2 [Dev]2026.05	94.75	—	81.04	92.61	88.97	89.95	87.32	89.26
SenseNova-U12026.05	94.4	—	82.4	88.4	88.3	88.3	87.5	88.1
Z-Image2026.03	93.7	—	79.7	90.1	87.2	86.5	85.1	86.7
JoyAI-Image2026.05	93.7	—	79.9	—	—	—	—	87.4
Z-Image2026.05	93.7	—	79.7	90.1	87.2	86.5	85.1	86.7
Z-Image2026.02	93.67	—	79.69	90.06	87.22	86.52	85.12	86.71
LongCat-Image2025.12	93.61	—	78.59	91.29	87.37	85.57	83.1	86.58
LongCat-Image2026.02	93.61	—	78.59	91.29	87.37	85.57	83.1	86.58
LongCat-Image2026.04	93.6	—	78.5	91.2	87.3	85.5	83.1	86.5
Qwen-Image2025.12	92.97	—	80.59	83.7	83.64	83.13	81.58	82.88
Z-Image-Turbo2026.02	92.81	—	80.48	88.72	86.62	86.28	83.47	85.85
Z-Image-Turbo2026.05	92.81	—	80.48	88.72	86.62	86.28	83.47	85.85
Z-Image-Turbo2026.04	92.8	—	80.4	88.7	86.6	86.2	83.4	85.8
Qwen-Image2026.03	91.2	—	80.2	83.7	83.6	83.1	81.6	82.9
Qwen-Image2026.04	91.2	—	80.2	83.7	83.6	83.1	81.6	82.9
Qwen-Image2026.05	91.2	—	80.2	83.7	83.6	83.1	81.6	82.9
Qwen-Image2026.01	91.16	82.88	80.17	—	—	—	—	—
Qwen-Image2026.02	91.16	—	80.17	83.7	83.64	83.13	81.58	82.88
Qwen-Image2026.05	91.16	—	80.17	83.7	83.64	83.13	81.58	82.88
LLaDA2.0-Uni2026.04	91.1	—	81.8	78.8	77.6	76.3	74.6	76.5
NextFlow-RL2026.01	90.81	78.41	82.24	—	—	—	—	—
TextCrafter2026.01	90.38	76	80.23	—	—	—	—	—
Nano Banana 2.02026.05	89.45	—	72.12	74.65	77.2	80.67	79.8	78.75
Amber-Image-10B2026.02	89.38	—	81.16	87.91	83.39	79.59	69.52	80.11
HunyuanImage-3.02025.12	87.65	—	81.21	83	76.35	73.84	72.79	76.5
Nano Banana Pro2026.03	87.5	—	73.7	73.7	77.5	78.6	79.3	77.9
Nano-Banana-Pro2026.05	87.5	—	73.7	73.7	77.5	78.6	79.3	77.9
TextCrafter2026.01	86.79	73.7	78.68	—	—	—	—	—
TextCrafter2026.05	86.79	—	78.68	76.28	76.28	74.06	69.77	73.7
Seedream 3.02026.01	85.37	59.24	78.21	—	—	—	—	—
Seedream 3.02026.02	85.37	—	78.21	62.82	59.62	60.43	56.1	59.24
Seedream 3.02026.04	85.3	—	78.2	62.8	59.6	60.4	56.1	59.2
Amber-Image-6B2026.02	85.23	—	80.47	86.69	79.94	72	64.28	75.73
SD3.5 Large2026.01	84.7	65.48	77.97	—	—	—	—	—
SD3.5 Large2026.02	84.7	—	77.97	72.93	68.25	65.74	59.4	65.48
SD3.5 Large2026.05	84.7	—	77.97	72.93	68.25	65.74	59.4	65.48
Lumina-DiMOO2026.03	80.5	—	83.1	72.3	64.6	57.1	50.5	59
Lumina-DiMOO2026.04	80.5	—	83.1	72.3	64.6	57.1	50.5	59
Lumina-DiMOO2026.05	80.5	—	83.1	72.3	64.6	57.1	50.5	59
InternVL-U2026.03	80.4	—	81.6	72.9	66	61.8	54.9	62.3
InternVL-U2026.04	80.4	—	81.6	72.9	66	61.8	54.9	62.3
InternVL-U2026.05	80.4	—	81.6	72.9	66	61.8	54.9	62.3
NextFlow2026.01	78.16	55.36	80.68	—	—	—	—	—
FLUX.1 [dev]2026.03	68.8	—	74	60.9	55.3	46.6	43.2	49.7
FLUX.1-dev2026.05	68.8	—	74	60.9	55.3	46.6	43.2	49.7
FLUX.1 dev2026.01	68.79	49.65	74.01	—	—	—	—	—
FLUX.1 [dev]2026.02	68.79	—	74.01	60.89	55.31	46.61	43.16	49.65
FLUX.1 [dev]2026.05	68.79	—	74.01	60.89	55.31	46.61	43.16	49.65
FLUX.1 [Dev]2026.04	68.7	—	74	60.8	55.3	46.6	43.1	49.6
BAGEL2026.03	65.7	—	77.9	49.8	39.1	33.2	29.1	35.6
BAGEL2026.04	65.7	—	77.9	49.8	39.1	33.2	29.1	35.6
BAGEL2026.05	65.7	—	77.9	49.8	39.1	33.2	29.1	35.6
3DIS2026.01	65.05	38.13	77.67	—	—	—	—	—
3DIS2026.05	65.05	—	77.67	44.95	39.59	38.8	33.03	38.13
Ovis-U12026.03	47.7	—	72.5	13.3	10.9	9.1	6.5	9.3
Ovis-U12026.05	47.7	—	72.5	13.3	10.9	9.1	6.5	9.3
AnyText2026.01	46.75	18.04	74.32	—	—	—	—	—
AnyText2026.05	46.75	—	74.32	5.13	17.39	19.48	22.49	18.04
RAG-Diffusion2026.01	44.98	26.48	66.88	—	—	—	—	—
RAG-Diffusion2026.05	44.98	—	77.97	43.88	33.16	21.16	19.1	26.48
TextDiffuser-22026.01	43.53	23.26	67.65	—	—	—	—	—
TextDiffuser-22026.05	43.53	—	67.65	53.22	32.55	17.87	8.09	23.26
Emu3.52026.05	—	—	—	—	—	—	—	91.2
LongCat-Next2026.05	—	—	—	—	—	—	—	76.4