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ResearchFormerly WizWand

Text-to-Image Generation on ImageReward

1.379ImageReward ScoreDAS
0.570920.780710.99051.20029Dec 3, 2025Jan 4, 2026Feb 5, 2026Mar 10, 2026Apr 11, 2026May 13, 2026Jun 15, 2026
Updated 4mo ago

Evaluation results

MethodLinks
DASSampling Method=DAS, w/ TEP=true, Sampling Category=Particle Sampling Methods2025.121.379——
CoDeSampling Method=CoDe, w/ TEP=true, Sampling Category=Particle Sampling Methods2025.121.328——
SVDDSampling Method=SVDD, w/ TEP=true, Sampling Category=Particle Sampling Methods2025.121.303——
ProCacheModel=FLUX.1-dev, Latency(s)=18.73, FLOPs(T)=2415.25, Speed=1.54×2025.121.207——
Euler-50 stepsModel=FLUX.1-dev, Latency(s)=33.85, FLOPs(T)=3719.5, Speed=1.00×2025.121.202——
ToCaModel=FLUX.1-dev, N=2, Latency(s)=19.88, FLOPs(T)=2458.06, Speed=1.51×2025.121.202——
68% stepsModel=FLUX.1-dev, Latency(s)=23.02, FLOPs(T)=2529.26, Speed=1.47×2025.121.2——
FORAModel=FLUX.1-dev, Latency(s)=20.82, FLOPs(T)=2483.32, Speed=1.51×2025.121.196——
ProCacheModel=FLUX.1-schnell, N=2, Latency(s)=1.817, FLOPs(T)=177.26, Speed=1.56×2025.121.138——
ToCaModel=FLUX.1-schnell, N=2, Latency(s)=1.89, FLOPs(T)=181.3, Speed=1.53×2025.121.134——
LCM-4 stepsModel=FLUX.1-schnell, Latency(s)=2.882, FLOPs(T)=277.88, Speed=1.00×2025.121.133——
75% stepsModel=FLUX.1-schnell, Latency(s)=2.162, FLOPs(T)=208.41, Speed=1.33×2025.121.132——
FORA^1Model=FLUX.1-schnell, Configuration=bypasses step 2, Latency(s)=2.365, FLOPs(T)=225.6, Speed=1.23×2025.121.129——
FORA^2Model=FLUX.1-schnell, Configuration=bypasses step 3, Latency(s)=2.365, FLOPs(T)=225.6, Speed=1.23×2025.121.124——
FORA^3Model=FLUX.1-schnell, Configuration=bypasses step 4, Latency(s)=2.365, FLOPs(T)=225.6, Speed=1.23×2025.121.123——
Meissonic + Co-GRPOParams=1.0B2025.121.122——
Pixart-αParams=0.6B2025.121.115——
BoNSampling Method=BoN, w/ TEP=true, Sampling Category=ODE-Based Methods2025.121.105——
DALL-E 3Params=-2025.121.094——
Realistic VisionParams=1.1B2025.121.088——
OmniGenParams=3.8B2025.121.055——
HACK++Backbone=Infinity-8B, ηa=30%, ηc=10%, KV Size=1.69 GB, Attn. TFLOPs=31.532026.061.054——
Infinity-8BBackbone=Infinity-8B, Batch Size=1, Latency=1.47, Speedup=1.00×2026.051.05——
FullBackbone=Infinity-8B, ηa=100%, ηc=100%, KV Size=16.86 GB, Attn. TFLOPs=78.542026.061.049——
HACKBackbone=Infinity-8B, ηa=30%, ηc=30%, KV Size=5.06 GB, Attn. TFLOPs=33.542026.061.043——
ScaleKVBackbone=Infinity-8B, ηc=10%, KV Size=1.69 GB, Attn. TFLOPs=41.982026.061.042——
NOVABackbone=Infinity-8B2026.021.0350.280.75
SkipVARBackbone=Infinity-8B2026.021.0320.270.82
SoPSampling Method=SoP, w/ TEP=true, Sampling Category=Resampling-Based Methods2025.121.032——
Infinity-8BBackbone=Infinity-8B2026.021.030.281.51
Infinity-8B + LD-PruningBackbone=Infinity-8B, Batch Size=1, Latency=0.69, Speedup=2.13×2026.051.03——
Infinity-8B + SkipVARBackbone=Infinity-8B, Batch Size=1, Latency=0.92, Speedup=1.60×2026.051.03——
Infinity-8B + LD-PruningBackbone=Infinity-8B, Batch Size=1, Latency=0.86, Speedup=1.71×2026.051.03——
FastVARBackbone=Infinity-8B2026.021.0280.280.79
Show-oParams=1.3B2025.121.028——
Infinity-8B + FastVARBackbone=Infinity-8B, Batch Size=1, Latency=0.76, Speedup=1.93×2026.051.02——
H2OBackbone=Infinity-8B, ηa=30%, ηc=30%, KV Size=5.06 GB, Attn. TFLOPs=33.552026.061.02——
StreamingBackbone=Infinity-8B, ηa=30%, ηc=30%, KV Size=5.06 GB, Attn. TFLOPs=33.552026.061.016——
SnapKVBackbone=Infinity-8B, ηa=30%, ηc=30%, KV Size=5.06 GB, Attn. TFLOPs=33.552026.061.015——
HACK++Backbone=Infinity-8B, ηa=30%, ηc=1%, KV Size=0.17 GB, Attn. TFLOPs=26.502026.061.015——
DASSampling Method=DAS, w/ TEP=false, Sampling Category=Particle Sampling Methods2025.121.002——
CAKEBackbone=Infinity-8B, ηa=30%, ηc=30%, KV Size=5.06 GB, Attn. TFLOPs=33.552026.061.002——
LOOK-MBackbone=Infinity-8B, ηa=30%, ηc=30%, KV Size=5.06 GB, Attn. TFLOPs=33.552026.060.994——
CoDeSampling Method=CoDe, w/ TEP=false, Sampling Category=Particle Sampling Methods2025.120.987——
ZeroOrderSampling Method=ZeroOrder, w/ TEP=true, Sampling Category=ODE-Based Methods2025.120.977——
SVDDSampling Method=SVDD, w/ TEP=false, Sampling Category=Particle Sampling Methods2025.120.974——
ScaleKVBackbone=Infinity-8B, ηc=1%, KV Size=0.17 GB, Attn. TFLOPs=31.402026.060.972——
MEDABackbone=Infinity-8B, ηa=30%, ηc=30%, KV Size=5.06 GB, Attn. TFLOPs=33.552026.060.954——
HACK++Backbone=Infinity-2B, ηa=30%, ηc=10%, KV Size=0.77 GB, Attn. TFLOPs=14.322026.060.953——
SoPSampling Method=SoP, w/ TEP=false, Sampling Category=Resampling-Based Methods2025.120.948——
FullBackbone=Infinity-2B, ηa=100%, ηc=100%, KV Size=7.71 GB, Attn. TFLOPs=35.912026.060.946——
BoNSampling Method=BoN, w/ TEP=false, Sampling Category=ODE-Based Methods2025.120.943——
MeissonicParams=1.0B2025.120.942——
ScaleKVBackbone=Infinity-2B, ηc=10%, KV Size=0.77 GB, Attn. TFLOPs=19.192026.060.942——
Infinity-2BBackbone=Infinity-2B, Batch Size=1, Latency=0.72, Speedup=1.00×2026.050.94——
Infinity-2B + SkipVARBackbone=Infinity-2B, Batch Size=1, Latency=0.57, Speedup=1.26×2026.050.94——
Infinity-2B + LD-PruningBackbone=Infinity-2B, Batch Size=1, Latency=0.55, Speedup=1.31×2026.050.94——
ZeroOrderSampling Method=ZeroOrder, w/ TEP=false, Sampling Category=ODE-Based Methods2025.120.939——
HACK++Backbone=Infinity-2B, ηa=30%, ηc=1%, KV Size=0.08 GB, Attn. TFLOPs=12.112026.060.934——
HACKBackbone=Infinity-2B, ηa=30%, ηc=30%, KV Size=2.31 GB, Attn. TFLOPs=15.342026.060.933——
Full-precision#Bits (W/A)=16/162026.060.932——
Ours+LiteVAR#Bits (W/A)=6/62026.060.929——
BLIP3o-NEXTParams=3.0B2025.120.926——
Infinity-2BBackbone=Infinity-2B2026.020.9210.272.43
Infinity-2B + FastVARBackbone=Infinity-2B, Batch Size=1, Latency=0.53, Speedup=1.36×2026.050.92——
Infinity-2B + LD-PruningBackbone=Infinity-2B, Batch Size=1, Latency=0.51, Speedup=1.41×2026.050.92——
Ours#Bits (W/A)=6/62026.060.914——
LiteVAR#Bits (W/A)=6/62026.060.912——
NOVABackbone=Infinity-2B2026.020.9110.270.84
H2OBackbone=Infinity-2B, ηa=30%, ηc=30%, KV Size=2.31 GB, Attn. TFLOPs=15.342026.060.91——
SkipVARBackbone=Infinity-2B2026.020.9080.271.09
ScaleKVBackbone=Infinity-2B, ηc=1%, KV Size=0.08 GB, Attn. TFLOPs=14.352026.060.908——
BRECQ#Bits (W/A)=6/62026.060.908——
CAKEBackbone=Infinity-2B, ηa=30%, ηc=30%, KV Size=2.31 GB, Attn. TFLOPs=15.342026.060.906——
SnapKVBackbone=Infinity-2B, ηa=30%, ηc=30%, KV Size=2.31 GB, Attn. TFLOPs=15.342026.060.904——
FastVARBackbone=Infinity-2B2026.020.9030.260.99
StreamingBackbone=Infinity-2B, ηa=30%, ηc=30%, KV Size=2.31 GB, Attn. TFLOPs=15.342026.060.901——
SparseVARBackbone=Infinity-2B2026.020.8950.261.46
SDXL Refiner 1.0Params=6.6B2025.120.886——
Ours+LiteVAR#Bits (W/A)=4/82026.060.88——
Ours+LiteVAR#Bits (W/A)=4/62026.060.88——
MEDABackbone=Infinity-2B, ηa=30%, ηc=30%, KV Size=2.31 GB, Attn. TFLOPs=15.342026.060.867——
LiteVAR#Bits (W/A)=4/82026.060.866——
LOOK-MBackbone=Infinity-2B, ηa=30%, ηc=30%, KV Size=2.31 GB, Attn. TFLOPs=15.342026.060.864——
Ours#Bits (W/A)=4/82026.060.861——
BRECQ#Bits (W/A)=4/82026.060.845——
Ours#Bits (W/A)=4/62026.060.842——
LiteVAR#Bits (W/A)=4/62026.060.838——
BRECQ#Bits (W/A)=4/62026.060.831——
MaskGen-XLParams=1.1B2025.120.797——
SDXL Base 1.0Params=3.5B2025.120.79——
Ours+LiteVAR#Bits (W/A)=4/42026.060.748——
SparVAR#Scales=14, Resolution=1024x10242026.020.68——
HACK++Backbone=HART, ηa=30%, ηc=20%, KV Size=0.61 GB, Attn. TFLOPs=7.392026.060.68——
HART#Scales=14, FlashAttention=true, Resolution=1024x10242026.020.661——
HARTBackbone=HART, Batch Size=1, Latency=0.35, Speedup=1.00×2026.050.66——
FullBackbone=HART, ηa=100%, ηc=100%, KV Size=2.68 GB, Attn. TFLOPs=17.662026.060.658——
HACKBackbone=HART, ηa=30%, ηc=30%, KV Size=0.84 GB, Attn. TFLOPs=7.402026.060.658——
HART + LD-PruningBackbone=HART, Batch Size=1, Latency=0.27, Speedup=1.30×2026.050.64——
FastVAR#Scales=14, Resolution=1024x10242026.020.602——