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ResearchFormerly WizWand

Text-to-Image Generation on GenEval (val)

90GenEval ScoreAPEX
25.5242.265975.74Apr 14, 2026
Updated 6mo ago

Evaluation results

MethodLinks
APEXNFEs=2, Throughput (samples/s)=3.30, Latency (s)=0.45, Params (B)=20, Training Protocol=Full tuning2026.0490
APEXNFEs=2, Throughput (samples/s)=3.17, Latency (s)=0.47, Backbone Params (B)=20, Training Protocol=LoRA, LoRA rank=64, Trainable Params (B)=0.42026.0489
APEXNFEs=1, Throughput (samples/s)=3.27, Latency (s)=0.39, Backbone Params (B)=20, Training Protocol=LoRA, LoRA rank=64, Trainable Params (B)=0.42026.0489
APEXNFEs=1, Throughput (samples/s)=3.50, Latency (s)=0.34, Params (B)=20, Training Protocol=Full tuning2026.0489
APEXNFEs=1, Throughput (samples/s)=3.29, Latency (s)=0.39, Backbone Params (B)=20, Training Protocol=LoRA, LoRA rank=32, Trainable Params (B)=0.22026.0488
TwinFlowNFEs=2, Throughput (samples/s)=3.15, Latency (s)=0.48, Backbone Params (B)=20, Training Protocol=LoRA, LoRA rank=64, Trainable Params (B)=0.42026.0487
APEXNFEs=2, Throughput (samples/s)=3.21, Latency (s)=0.49, Backbone Params (B)=20, Training Protocol=LoRA, LoRA rank=32, Trainable Params (B)=0.22026.0487
TwinFlowNFEs=1, Throughput (samples/s)=3.29, Latency (s)=0.40, Backbone Params (B)=20, Training Protocol=LoRA, LoRA rank=64, Trainable Params (B)=0.42026.0486
Qwen-Image-LightningNFEs=2, Throughput (samples/s)=3.15, Latency (s)=0.48, Backbone Params (B)=20, Training Protocol=LoRA, LoRA rank=64, Trainable Params (B)=0.42026.0485
APEXNFEs=2, Throughput (samples/s)=5.72, Latency (s)=0.23, Params (B)=1.6, Training Protocol=Full tuning2026.0485
Qwen-Image-LightningNFEs=1, Throughput (samples/s)=3.29, Latency (s)=0.40, Backbone Params (B)=20, Training Protocol=LoRA, LoRA rank=64, Trainable Params (B)=0.42026.0485
APEXNFEs=2, Throughput (samples/s)=6.50, Latency (s)=0.25, Params (B)=0.6, Training Protocol=Full tuning2026.0484
APEXNFEs=1, Throughput (samples/s)=7.30, Latency (s)=0.20, Params (B)=0.6, Training Protocol=Full tuning2026.0484
APEXNFEs=1, Throughput (samples/s)=6.84, Latency (s)=0.20, Params (B)=1.6, Training Protocol=Full tuning2026.0484
RCGMNFEs=2, Throughput (samples/s)=3.15, Latency (s)=0.48, Backbone Params (B)=20, Training Protocol=LoRA, LoRA rank=64, Trainable Params (B)=0.42026.0482
Sana-SprintNFEs=2, Throughput (samples/s)=5.68, Latency (s)=0.24, Params (B)=1.6, Training Protocol=Full tuning2026.0477
Sana-SprintNFEs=2, Throughput (samples/s)=6.46, Latency (s)=0.25, Params (B)=0.6, Training Protocol=Full tuning2026.0476
Sana-SprintNFEs=1, Throughput (samples/s)=6.71, Latency (s)=0.21, Params (B)=1.6, Training Protocol=Full tuning2026.0476
Sana-SprintNFEs=1, Throughput (samples/s)=7.22, Latency (s)=0.21, Params (B)=0.6, Training Protocol=Full tuning2026.0472
FLUX-schnellNFEs=2, Throughput (samples/s)=0.92, Latency (s)=1.15, Params (B)=12.0, Training Protocol=Full tuning2026.0471
FLUX-schnellNFEs=1, Throughput (samples/s)=1.58, Latency (s)=0.68, Params (B)=12.0, Training Protocol=Full tuning2026.0469
SDXL-DMD2NFEs=1, Throughput (samples/s)=3.36, Latency (s)=0.32, Params (B)=0.9, Training Protocol=Full tuning, Model Strategy=Distinct models per NFE2026.0459
SDXL-DMD2NFEs=2, Throughput (samples/s)=2.89, Latency (s)=0.40, Params (B)=0.9, Training Protocol=Full tuning, Model Strategy=Distinct models per NFE2026.0458
PCMNFEs=2, Throughput (samples/s)=2.62, Latency (s)=0.56, Params (B)=0.9, Training Protocol=Full tuning, Model Strategy=Distinct models per NFE2026.0455
SD3.5-TurboNFEs=2, Throughput (samples/s)=1.61, Latency (s)=0.68, Params (B)=8.0, Training Protocol=Full tuning2026.0453
RCGMNFEs=1, Throughput (samples/s)=3.29, Latency (s)=0.40, Backbone Params (B)=20, Training Protocol=LoRA, LoRA rank=64, Trainable Params (B)=0.42026.0452
SD3.5-TurboNFEs=1, Throughput (samples/s)=2.48, Latency (s)=0.45, Params (B)=8.0, Training Protocol=Full tuning2026.0451
PixArt-DMDNFEs=1, Throughput (samples/s)=4.26, Latency (s)=0.25, Params (B)=0.6, Training Protocol=Full tuning, Model Strategy=Distinct models per NFE2026.0445
SDXL-LCMNFEs=2, Throughput (samples/s)=2.89, Latency (s)=0.40, Params (B)=0.9, Training Protocol=Full tuning2026.0444
PixArt-LCMNFEs=2, Throughput (samples/s)=3.52, Latency (s)=0.31, Params (B)=0.6, Training Protocol=Full tuning2026.0442
PCMNFEs=1, Throughput (samples/s)=3.16, Latency (s)=0.40, Params (B)=0.9, Training Protocol=Full tuning, Model Strategy=Distinct models per NFE2026.0442
PixArt-LCMNFEs=1, Throughput (samples/s)=4.26, Latency (s)=0.25, Params (B)=0.6, Training Protocol=Full tuning2026.0441
SDXL-LCMNFEs=1, Throughput (samples/s)=3.36, Latency (s)=0.32, Params (B)=0.9, Training Protocol=Full tuning2026.0428