Intrinsic Distribution Matching

Benchmark Model Rank Results
text-to-image-generation-on-longtext-bench-zhIDM (Z-Image) (Full) (2 NFE) (extra data)#11Accuracy: 94.25
text-to-image-generation-on-wiseIDM (Qwen-Image, LoRA r=64, 2 NFE)#13Overall: 0.55Cultural: 0.54Time: 0.55Space: 0.67Biology: 0.49…
text-to-image-generation-on-wiseIDM (Qwen-Image, LoRA r=64, 1 NFE)#14Overall: 0.54Cultural: 0.53Time: 0.54Space: 0.65Biology: 0.48…
text-to-image-generation-on-wiseIDM (Z-Image, LoRA r=64, 2 NFE)#21Overall: 0.47Cultural: 0.46Time: 0.47Space: 0.58Biology: 0.42…
text-to-image-generation-on-wiseIDM (Z-Image, LoRA r=32, 2 NFE)#23Overall: 0.46Cultural: 0.45Time: 0.46Space: 0.56Biology: 0.41…
text-to-image-generation-on-wiseIDM (Z-Image, LoRA r=64, 1 NFE)#24Overall: 0.46Cultural: 0.44Time: 0.45Space: 0.56Biology: 0.41…
text-to-image-generation-on-genevalIDM (Qwen-Image) (Full) (2 NFE) (extra data)#19Overall: 0.91
text-to-image-generation-on-longtext-benchIDM (Z-Image) (Full) (2 NFE) (extra data)#19Accuracy: 90.2
text-to-image-generation-on-dpg-benchIDM (Qwen-Image, LoRA r=64, 2 NFE)#36DPG-Bench Score: 86.82
text-to-image-generation-on-dpg-benchIDM (Z-Image, LoRA r=64, 2 NFE)#47DPG-Bench Score: 86.44
text-to-image-generation-on-dpg-benchIDM (Qwen-Image, LoRA r=32, 2 NFE)#48DPG-Bench Score: 86.44
text-to-image-generation-on-dpg-benchIDM (Z-Image, LoRA r=64, 1 NFE)#56DPG-Bench Score: 85.95
text-to-image-generation-on-dpg-benchIDM (Qwen-Image, LoRA r=32, 1 NFE)#57DPG-Bench Score: 85.91
image-generation-on-wiseIDM (Qwen-Image, LoRA r=64, 2 NFE)#37Overall: 0.55Cultural: 0.54Time: 0.55Space: 0.67Biology: 0.49…
image-generation-on-wiseIDM (Qwen-Image, LoRA r=64, 1 NFE)#39Overall: 0.54Cultural: 0.53Time: 0.54Space: 0.65Biology: 0.48…
image-generation-on-wiseIDM (Z-Image, LoRA r=64, 2 NFE)#46Overall: 0.47Cultural: 0.46Time: 0.47Space: 0.58Biology: 0.42…
image-generation-on-wiseIDM (Z-Image, LoRA r=32, 2 NFE)#48Overall: 0.46Cultural: 0.45Time: 0.46Space: 0.56Biology: 0.41…
image-generation-on-wiseIDM (Z-Image, LoRA r=64, 1 NFE)#49Overall: 0.46Cultural: 0.44Time: 0.45Space: 0.56Biology: 0.41…