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ResearchFormerly WizWand

Text-to-Image Generation on Out-of-Domain T2I Dataset

6,707Laplacian VarianceDanceGRPO w/ LoRA Scale

Evaluation results

Method	Links
DanceGRPO w/ LoRA Scale2026.02		6,707	99	2	2.71	2.43	0.66	1.93	0.33	1.16	0.228	5.98	0.37	3.4	3.45	2.43
DanceGRPO2026.02		5,348	91	2.1	2.76	2.69	0.68	2.04	0.33	1.16	0.226	5.9	0.36	3.3	3.38	2.39
MixGRPO2026.02		3,900	82	2.65	3.12	2.73	0.79	2.21	0.35	1.2	0.222	5.83	0.35	3.29	3.4	2.38
DDPO2026.02		3,895	68	0.78	2.48	2.52	0.61	1.87	0.32	1.13	0.227	5.9	0.39	3.39	3.57	2.43
DanceGRPO w/ KL2026.02		3,699	79	2.22	2.37	2.03	0.55	1.65	0.31	1.11	0.227	5.92	0.37	3.31	3.46	2.4
DanceGRPO w/ Early Stop2026.02		3,604	77	2.29	3.16	3.17	0.83	2.39	0.32	1.09	0.225	5.92	0.36	3.29	3.38	2.38
OnlineDPO2026.02		2,752	44	0.61	2.43	2.2	0.58	1.74	0.32	1.19	0.227	5.85	0.38	3.4	3.51	2.43
DanceGRPO w/ PrefGRPO2026.02		2,634	71	2.24	2.59	2.2	0.73	1.84	0.33	1.17	0.227	5.95	0.37	3.34	3.49	2.43
DanceGRPO w/ ConsistentRFT2026.02		1,421	45	0.93	1.81	1.59	0.37	1.26	0.3	1.3	0.23	6.2	0.38	3.41	3.62	2.52
MixGRPO w/ ConsistentRFT2026.02		1,309	45	1.17	2.43	2.08	0.54	1.68	0.31	1.32	0.228	6.05	0.37	3.33	3.43	2.46
OnlineDPO w/ ConsistentRFT2026.02		1,131	37	0.59	1.5	1.34	0.29	1.04	0.3	1.25	0.232	6.08	0.39	3.5	3.57	2.5
DDPO w/ ConsistentRFT2026.02		1,028	40	0.62	1.07	0.92	0.12	0.7	0.3	1.2	0.228	6	0.4	3.48	3.59	2.48
Flux Dev2026.02		977	26	0.27	1	0.87	0.12	0.66	0.3	1.09	0.226	5.84	0.39	3.37	3.52	2.4