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Text-to-Image Generation on GenEval (test)

99Two Obj. Acc

Cosmos-Predict2

Updated 3d ago

Evaluation Results

Method
Cosmos-Predict2 2025.10	99	100	73	89	65	73	83	-	-	-
Cosmos-Predict2 + rCM 2025.10	99	100	74	88	48	66	79	-	-	-
Cosmos-Predict2 + rCM 2025.10	99	100	76	85	59	74	82	-	-	-
Cosmos-Predict2 + rCM 2025.10	99	100	80	87	47	73	81	-	-	-
HiDream-I1 2025.12	98	100	79	91	60	72	83	-	-	-
HiDream-I1-Full 2026.02	98	100	79	91	60	72	83	-	-	-
Cosmos-Predict2 2025.10	98	100	79	90	64	72	84	-	-	-
Cosmos-Predict2 + DMD2 2025.10	98	100	76	85	46	66	77	-	-	-
Cosmos-Predict2 + DMD2 2025.10	98	99	70	87	57	72	80	-	-	-
Cosmos-Predict2 + rCM 2025.10	98	100	73	84	58	72	81	-	-	-
Cosmos-Predict2 + rCM 2025.10	98	100	80	86	59	73	83	-	-	-
Cosmos-Predict2 + rCM 2025.10	98	99	74	86	48	66	78	-	-	-
Cosmos-Predict2 + rCM 2025.10	98	100	72	86	49	66	78	-	-	-
Cosmos-Predict2 + rCM 2025.10	98	100	84	89	49	72	82	-	-	-
HiDream-I1-Full 2026.04	98	100	79	91	60	72	83	-	-	-
FMTT (Ours) 2025.11	97	100	90	91	30	64	-	79	-	-
Cosmos-Predict2 2025.10	97	100	74	86	59	70	81	-	-	-
Cosmos-Predict2 + rCM 2025.10	97	99	77	85	57	71	81	-	-	-
Mogao 2026.03	97	100	83	93	84	80	89	-	-	-
Seedream 2025.12	96	99	91	93	47	80	84	-	-	-
Seedream 3.0 2026.02	96	99	91	93	47	80	84	-	-	-
BitDance 2026.02	96	100	71	95	72	83	86	-	-	-
coDrawAgents 2026.03	96	100	94	97	95	81	94	-	-	-
Seedream 3.0 2026.04	96	99	91	93	47	80	84	-	-	-
Flow Map + Multi-best-of-N 2025.11	95	100	84	85	26	69	-	76	-	-
OmniGen2 2026.02	95	100	64	88	55	76	80	-	-	-
Playgroundv3 2026.01	95	99	72	82	50	54	76	-	-	-
SANA-Sprint 0.6B + Weighted Diamond Maps 2026.02	95	100	84	94	61	65	-	83	-	-
Z-Image-Turbo 2026.02	95	100	77	89	65	68	82	-	-	-
BAGEL 2026.02	95	98	84	95	78	77	88	-	-	-
OmniGen2 2026.03	95	100	64	88	55	76	80	-	-	-
BAGEL 2026.04	95	98	84	95	78	77	88	-	-	-
APEX 2026.04	95	99	85	90	79	78	88	-	-	-
Pro-GRPO 2025.12	94.7	-	-	86.7	32.3	-	72.6	-	-	-
Flow-GRPO 2025.12	94.2	-	-	85.1	28.8	-	71.9	-	-	-
SD3-Medium 2025.01	94	99	72	89	33	60	74	-	-	-
SD2 Modif. 2025.01	94	99	72	89	33	60	71	-	-	-
FLUX.1 [dev] + Best-of-N 2025.11	94	99	83	86	26	57	-	75	-	-
SD3 2026.01	94	99	72	89	33	60	74	-	-	-
VisionDirector 2025.12	94	99	96	92	88	95	94	-	-	-
Z-Image 2026.02	94	100	78	93	62	77	84	-	-	-
BAGEL 2026.03	94	99	81	88	64	63	82	-	-	-
SD3-Medium 2026.03	94	99	72	89	33	60	74	-	-	-
APEX 2026.04	94	99	88	90	85	78	89	-	-	-
FMTT - 4-step diffusion look-ahead 2025.11	93	99	86	89	27	57	-	75	-	-
SANA-Sprint 0.6B + ReNO 2026.02	93	99	74	92	60	67	-	81	-	-
SANA-1.5 2025.10	93	99	86	84	59	65	81	-	-	-
UniWorld-V1 2026.03	93	99	79	89	49	70	80	-	-	-
UniWorld-V1 2026.03	93	99	79	89	49	70	80	-	-	-
Flow Map + Beam Search 2025.11	92	100	86	85	29	58	-	75	-	-
GPT Image 1 2025.12	92	99	85	92	75	61	84	-	-	-
Qwen-Image 2025.12	92	99	89	88	76	77	87	-	-	-
Qwen-Image 2026.02	92	99	89	88	76	77	-	87	-	-
SANA-Sprint 0.6B + Best-of-N 2026.02	92	99	72	91	53	65	-	79	-	-
GPT Image 1 2026.02	92	99	85	92	75	61	84	-	-	-
Qwen-Image 2026.02	92	99	89	88	76	77	87	-	-	-
Tar 2026.02	92	98	83	85	80	65	84	-	-	-
SANA-Sprint 2025.10	92	100	59	91	54	55	75	-	-	-
Janus-4o 2026.03	92	100	58	88	70	70	80	-	-	-
GPT Image 1 [High] 2026.03	92	99	85	92	75	61	84	-	-	-
GPT Image 1 [High] 2026.04	92	99	85	92	75	61	84	-	-	-
Qwen-Image 2026.04	92	99	89	88	76	77	87	-	-	-
APEX 2026.04	92	99	83	91	86	81	89	-	-	-
SANA-Sprint 0.6B + Prompt Optimization 2026.02	91	99	82	89	36	56	-	75	-	-
TwinFlow 2026.04	91	100	84	90	75	74	86	-	-	-
APEX 2026.04	91	99	75	93	76	69	84	-	-	-
APEX 2026.04	91	99	75	93	76	68	84	-	-	-
FMTT - 1-step denoiser look-ahead 2025.11	90	99	87	87	26	59	-	75	-	-
SD3-Medium 2026.02	90	100	72	87	31	66	-	70	-	-
SANA-Sprint 2025.10	90	100	71	89	61	54	77	-	-	-
Janus-Pro-7B 2025.01	89	99	59	90	79	66	80	-	-	-
Flow Map + ReNO 2025.11	89	98	79	89	20	57	-	71	-	-
SD3.5 2025.12	89	98	73	83	34	47	71	-	-	-
Janus-Pro 2025.12	89	99	59	90	79	66	80	-	-	-
SD3.5-Large 2026.02	89	98	73	83	34	47	71	-	-	-
Janus-Pro 2026.02	89	99	59	90	79	66	80	-	-	-
SD3.5-L 2025.10	89	98	73	83	34	47	71	-	-	-
SD3.5-L-Turbo 2025.10	89	99	68	78	23	54	68	-	-	-
SD3.5 Large 2026.04	89	98	73	83	34	47	71	-	-	-
Janus-Pro-7B 2026.04	89	99	59	90	79	66	80	-	-	-
Qwen-Image-Lightning 2026.04	89	99	85	87	75	76	85	-	-	-
Flow Map + Best-of-N 2025.11	88	100	82	85	25	59	-	73	-	-
PixelGen-XXL/16 2026.02	88	99	59	90	70	70	79	-	-	-
HunyuanVideo 2026.01	88	96	43	84	66	47	71	-	-	-
VINO 2026.01	88	97	52	88	65	62	75	-	-	-
FLUX.1-schnell 2025.10	88	99	64	78	30	52	69	-	-	-
DALL-E 3 2025.01	87	96	47	83	43	45	67	-	-	-
DALL-E 3 2024.11	87	96	47	83	43	45	67	-	-	-
DALL-E 3 2026.02	87	96	47	83	43	45	67	-	-	-
DALLE 3 2026.01	87	96	47	83	43	45	67	-	-	-
Lumina-Image 2025.12	87	100	67	93	34	62	73	-	-	-
Lumina-Image-2.0 2026.02	87	-	67	-	-	62	73	-	-	-
Show-o2 2026.02	87	100	58	92	52	62	76	-	-	-
Show-o2 2026.03	87	100	58	92	52	62	76	-	-	-
DALL-E 3 2026.03	87	96	47	83	43	45	67	-	-	-
Lumina-Image 2.0 2026.04	87	-	67	-	-	62	73	-	-	-
SD 3.5-M (Base) 2025.12	86.9	-	-	81.7	24.8	-	69.6	-	-	-
Time-corrected 2026.01	86.87	91.25	51.25	91.49	66	70	76.143	-	-	-
Location-corrected 2026.01	86.87	97.5	50	90.43	67	64	75.966	-	-	-
ILLUME 2025.01	86	99	45	71	39	28	61	-	-	-

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