Latent Decoding on FLUX.1 (dev)
73.4MUSIQ (paq2piq)VAE Dec. + InvSR-1
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| VAE Dec. + InvSR-1Decoder=VAE Dec., Upsampler=InvSR-12026.05 | 73.4 | 4.23 | 4.23 | 56 | 4.75 | 64.12 | 73.95 | 4.65 | 1,404.1 | 1,017.7 | |
| VAE Dec. + TSD-SRDecoder=VAE Dec., Upsampler=TSD-SR2026.05 | 73.35 | 4.15 | 4.23 | 53 | 4.76 | 62.81 | 74.22 | 4.67 | 2,113.2 | 724.8 | |
| PiDSampling Steps=24/282026.05 | 73.26 | 3.5 | 4.31 | 54 | 4.74 | 66.21 | 75.21 | 4.68 | 512.7 | 211.2 | |
| SSDD + InvSR-1Decoder=SSDD, Upsampler=InvSR-12026.05 | 73.07 | 4.04 | 4.28 | 55 | 4.76 | 63.94 | 73.98 | 4.65 | 1,445.7 | 1,048.9 | |
| SSDD + TSD-SRDecoder=SSDD, Upsampler=TSD-SR2026.05 | 73.06 | 4.16 | 4.19 | 52 | 4.75 | 62.24 | 73.93 | 4.66 | 2,155.7 | 755.9 | |
| VAE Dec. + SeedVR2-3BDecoder=VAE Dec., Upsampler=SeedVR2-3B2026.05 | 72.98 | 4.05 | 4.22 | 52 | 4.71 | 64.02 | 73.84 | 4.64 | 2,084.2 | 1,237.5 | |
| SSDD + SeedVR2-3BDecoder=SSDD, Upsampler=SeedVR2-3B2026.05 | 72.39 | 4.23 | 4.23 | 50 | 4.74 | 62.97 | 73.5 | 4.64 | 2,126.7 | 1,268.6 | |
| VAE Dec. + Real-ESRGANDecoder=VAE Dec., Upsampler=Real-ESRGAN2026.05 | 71.65 | 4.93 | 4.25 | 50 | 4.77 | 62.95 | 73.77 | 4.65 | 100.5 | 62.2 | |
| SSDD + Real-ESRGANDecoder=SSDD, Upsampler=Real-ESRGAN2026.05 | 71.05 | 5.08 | 4.2 | 49 | 4.75 | 62.19 | 73.36 | 4.63 | 143 | 93.4 | |
| LUA2026.05 | 67.14 | 7.33 | 4.2 | 36 | 4.71 | 59.13 | 70.15 | 4.66 | 730.5 | 369.3 |