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Compositional Image Generation on GenEval

0.99Overall Score

Seedream 3.0

Updated 1mo ago

Evaluation Results

Method	Links
Seedream 3.0 2026.03		0.99	0.96	0.91	0.93	0.47	0.8	-
DGPO 2026.03		0.97	-	-	-	-	-	-
FlowGRPO 2025.09		0.95	-	-	-	-	-	-
Flow-GRPO 2026.03		0.95	-	-	-	-	-	-
Flow-GRPO 2026.03		0.95	-	-	-	-	-	-
Flow-GRPO 2026.03		0.95	-	-	-	-	-	-
DiffusionNFT 2025.09		0.94	-	-	-	-	-	-
CRD 2026.03		0.93	-	-	-	-	-	-
CRD 2026.03		0.93	-	-	-	-	-	-
TDM-R1 (Ours) 2026.03		0.92	-	-	-	-	-	-
DiffusionNFT 2026.03		0.92	-	-	-	-	-	-
CRD 2026.03		0.92	-	-	-	-	-	-
AWM 2026.03		0.91	-	-	-	-	-	-
p_ϕ in Surrogate Reward 2026.03		0.89	-	-	-	-	-	-
AWM 2026.03		0.86	-	-	-	-	-	-
SuperFlow 2025.12		0.8	0.99	0.87	0.72	0.87	0.33	0.69
Flow-GRPO 2025.12		0.78	0.99	0.85	0.69	0.85	0.31	0.66
Flow-SPO 2025.12		0.75	0.99	0.84	0.66	0.84	0.3	0.64
SD3.5-L 2025.09		0.71	-	-	-	-	-	-
DALLE-3 2025.12		0.67	0.96	0.87	0.47	0.83	0.43	0.45
TDM-R1 (Ours) 2026.03		0.67	-	-	-	-	-	-
FLUX.1-Dev 2025.09		0.66	-	-	-	-	-	-
FlowGRPO 2025.09		0.66	-	-	-	-	-	-
p_ϕ in Surrogate Reward 2026.03		0.64	-	-	-	-	-	-
JanusFlow 2025.12		0.63	0.97	0.59	0.45	0.83	0.53	0.42
SD3.5-M + CFG 2025.09		0.63	-	-	-	-	-	-
SD3.5-M 2026.03		0.63	-	-	-	-	-	-
SD3.5-M 2026.03		0.63	-	-	-	-	-	-
TDM-SD3.5-M 2026.03		0.61	-	-	-	-	-	-
SD3.5-M 2025.12		0.58	0.98	0.78	0.5	0.81	0.24	0.52
Delta-K 2026.03		0.58	0.98	0.79	0.42	0.88	0.15	-
SD-XL 2025.12		0.55	0.98	0.74	0.39	0.85	0.15	0.23
SD-XL 2025.09		0.55	-	-	-	-	-	-
Stable Diffusion XL 2026.03		0.55	0.98	0.74	0.39	0.85	0.15	-
Emu3-Gen 2025.12		0.54	0.98	0.71	0.34	0.81	0.17	0.21
FlowGRPO 2025.09		0.54	-	-	-	-	-	-
Show-o 2025.12		0.53	0.95	0.52	0.49	0.82	0.11	0.28
DALLE-2 2025.12		0.52	0.94	0.66	0.49	0.77	0.1	0.19
SD2.1 2025.12		0.5	0.98	0.51	0.44	0.85	0.07	0.17
Stable Diffusion v2.1 2026.03		0.5	0.98	0.51	0.44	0.85	0.07	-
SD1.5 2025.12		0.43	0.97	0.38	0.35	0.76	0.04	0.06
LDM 2025.12		0.37	0.92	0.29	0.23	0.7	0.02	0.05
SD3.5-M 2025.09		0.24	-	-	-	-	-	-
minDALL-E 2026.03		0.23	0.73	0.11	0.12	0.37	0.02	-