Image Generation on FFHQ (test)
2.67FIDART-RL
Evaluation Results
| Method | Links | |
|---|---|---|
| ART-RLNFE=352026.01 | 2.67 | |
| EDMNFE=352026.01 | 2.73 | |
| HiT-BResolution=256x2562021.06 | 2.95 | |
| StyleGAN2Resolution=256x2562021.06 | 3.83 | |
| ART-RLNFE=192026.01 | 4.31 | |
| CIPSResolution=256x2562021.06 | 4.38 | |
| StyleGAN2Resolution=1024x1024, bCR=false2021.06 | 4.41 | |
| RTlearning rate=2.5·10−5, batch size=8, Codebook bits=122025.09 | 4.73 | |
| DiVeQlearning rate=2.5·10−5, batch size=8, Codebook bits=102025.09 | 5.11 | |
| EDMNFE=192026.01 | 5.26 | |
| STElearning rate=2.5·10−5, batch size=8, Codebook bits=102025.09 | 5.36 | |
| DiVeQlearning rate=2.5·10−5, batch size=8, Codebook bits=92025.09 | 5.61 | |
| SF-DiVeQlearning rate=2.5·10−5, batch size=8, Codebook bits=102025.09 | 5.93 | |
| STElearning rate=2.5·10−5, batch size=8, Codebook bits=92025.09 | 6.01 | |
| EMAlearning rate=2.5·10−5, batch size=8, Codebook bits=102025.09 | 6.15 | |
| SF-DiVeQlearning rate=2.5·10−5, batch size=8, Codebook bits=92025.09 | 6.21 | |
| HiT-BResolution=1024x1024, bCR=false2021.06 | 6.37 | |
| RTlearning rate=2.5·10−5, batch size=8, Codebook bits=102025.09 | 6.52 | |
| EMAlearning rate=2.5·10−5, batch size=8, Codebook bits=82025.09 | 6.53 | |
| EMAlearning rate=2.5·10−5, batch size=8, Codebook bits=92025.09 | 6.57 | |
| DiVeQlearning rate=2.5·10−5, batch size=8, Codebook bits=82025.09 | 6.7 | |
| STElearning rate=2.5·10−5, batch size=8, Codebook bits=82025.09 | 6.74 | |
| RTlearning rate=2.5·10−5, batch size=8, Codebook bits=92025.09 | 7.19 | |
| STElearning rate=2.5·10−5, batch size=8, Codebook bits=122025.09 | 7.31 | |
| STElearning rate=2.5·10−4, batch size=32, Codebook bits=102025.09 | 7.49 | |
| U-Net GANResolution=256x2562021.06 | 7.63 | |
| RTlearning rate=2.5·10−4, batch size=32, Codebook bits=122025.09 | 7.86 | |
| SF-DiVeQlearning rate=2.5·10−5, batch size=8, Codebook bits=82025.09 | 7.91 | |
| ST-GSlearning rate=2.5·10−5, batch size=8, Codebook bits=122025.09 | 7.97 | |
| SF-DiVeQlearning rate=2.5·10−4, batch size=32, Codebook bits=102025.09 | 8.04 | |
| DiVeQlearning rate=2.5·10−5, batch size=8, Codebook bits=122025.09 | 8.22 | |
| DiVeQlearning rate=2.5·10−4, batch size=32, Codebook bits=102025.09 | 8.27 | |
| EMAlearning rate=2.5·10−4, batch size=32, Codebook bits=102025.09 | 8.35 | |
| SF-DiVeQlearning rate=2.5·10−5, batch size=8, Codebook bits=122025.09 | 8.6 | |
| EMAlearning rate=2.5·10−4, batch size=32, Codebook bits=82025.09 | 8.65 | |
| STElearning rate=2.5·10−4, batch size=32, Codebook bits=92025.09 | 8.77 | |
| DiVeQlearning rate=2.5·10−4, batch size=32, Codebook bits=82025.09 | 8.97 | |
| EMAlearning rate=2.5·10−4, batch size=32, Codebook bits=92025.09 | 9 | |
| DiVeQlearning rate=2.5·10−4, batch size=32, Codebook bits=92025.09 | 9.23 | |
| RTlearning rate=2.5·10−4, batch size=32, Codebook bits=102025.09 | 9.35 | |
| SF-DiVeQlearning rate=2.5·10−4, batch size=32, Codebook bits=92025.09 | 9.41 | |
| INR-GANResolution=256x2562021.06 | 9.57 | |
| SF-DiVeQlearning rate=2.5·10−4, batch size=32, Codebook bits=122025.09 | 9.74 | |
| CIPSResolution=1024x1024, bCR=false2021.06 | 10.07 | |
| DiVeQlearning rate=2.5·10−4, batch size=32, Codebook bits=122025.09 | 10.3 | |
| SF-DiVeQlearning rate=2.5·10−4, batch size=32, Codebook bits=82025.09 | 10.3 | |
| ART-RLNFE=132026.01 | 11.08 | |
| VQGANResolution=256x2562021.06 | 11.4 | |
| EMAlearning rate=2.5·10−4, batch size=32, Codebook bits=122025.09 | 11.5 | |
| RTlearning rate=2.5·10−4, batch size=32, Codebook bits=92025.09 | 11.7 | |
| StyleALAEResolution=1024x1024, bCR=false2021.06 | 13.09 | |
| RTlearning rate=2.5·10−5, batch size=8, Codebook bits=82025.09 | 14.2 | |
| EDMNFE=132026.01 | 15.87 | |
| INR-GANResolution=1024x1024, bCR=false2021.06 | 16.32 | |
| ST-GSlearning rate=2.5·10−5, batch size=8, Codebook bits=102025.09 | 17 | |
| ST-GSlearning rate=2.5·10−5, batch size=8, Codebook bits=92025.09 | 21.9 | |
| ST-GSlearning rate=2.5·10−5, batch size=8, Codebook bits=82025.09 | 22.5 | |
| ART-RLNFE=92026.01 | 35.73 | |
| ST-GSlearning rate=2.5·10−4, batch size=32, Codebook bits=102025.09 | 36.8 | |
| ST-GSlearning rate=2.5·10−4, batch size=32, Codebook bits=82025.09 | 54.4 | |
| EDMNFE=92026.01 | 57.13 | |
| NSVQlearning rate=2.5·10−4, batch size=32, Codebook bits=122025.09 | 63.1 | |
| RTlearning rate=2.5·10−4, batch size=32, Codebook bits=82025.09 | 63.3 | |
| NSVQlearning rate=2.5·10−5, batch size=8, Codebook bits=122025.09 | 65.1 | |
| ST-GSlearning rate=2.5·10−4, batch size=32, Codebook bits=122025.09 | 70.6 | |
| NSVQlearning rate=2.5·10−4, batch size=32, Codebook bits=102025.09 | 71.4 | |
| NSVQlearning rate=2.5·10−4, batch size=32, Codebook bits=92025.09 | 76 | |
| NSVQlearning rate=2.5·10−5, batch size=8, Codebook bits=102025.09 | 83.8 | |
| NSVQlearning rate=2.5·10−4, batch size=32, Codebook bits=82025.09 | 84 | |
| NSVQlearning rate=2.5·10−5, batch size=8, Codebook bits=92025.09 | 88.8 | |
| NSVQlearning rate=2.5·10−5, batch size=8, Codebook bits=82025.09 | 98 | |
| STElearning rate=2.5·10−4, batch size=32, Codebook bits=82025.09 | 273 | |
| ST-GSlearning rate=2.5·10−4, batch size=32, Codebook bits=92025.09 | 274 | |
| ART-RLNFE=32026.01 | 305.97 | |
| STElearning rate=2.5·10−4, batch size=32, Codebook bits=122025.09 | 356 | |
| EDMNFE=32026.01 | 466.76 | |
| EMAlearning rate=2.5·10−5, batch size=8, Codebook bits=122025.09 | 619 |