Autoregressive Image Generation on VAR Models Efficiency Benchmark benchmark leaderboard · SOTA2 Research

Autoregressive Image Generation on VAR Models Efficiency Benchmark

12.88Memory (GB)HACK++

Evaluation Results

Method	Links
HACK++2026.06		12.88	2.2	0.08	1.54	0.65	1.51
HACK2026.06		14.5	1.95	0.17	1.71	0.59	1.37
HACK++2026.06		17.66	1.76	0.03	0.99	1.01	1.6
HACK2026.06		20.67	1.5	0.19	1.16	0.86	1.37
ScaleKV2026.06		21.37	1.32	0.37	2.09	0.48	1.12
Full2026.06		28.28	1	—	2.35	0.43	1
HACK++2026.06		28.89	2.04	0.14	3.11	0.32	1.52
Full2026.06		31.02	1	—	1.6	0.63	1
HACK2026.06		32.34	1.82	0.33	3.45	0.29	1.38
ScaleKV2026.06		43.88	1.34	0.82	4.29	0.23	1.1
Full2026.06		59	1	—	4.88	0.21	1