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MethodCats BedsChurchesFFHQImageBARTDDPMSSDE
VDVAE [10]11128.5Churches健
DDPM [29]19.754.907.891
StyleGAN2 [34]7.252.353.863.8Cats
BigGAN [6]11112.4cIN (c14)
DCT[50]16.407.5613.06cIN (c323)
TT[21]17.316.357.8111.4cIN (c963)
ImageBART15.095.517.329.57
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rejection rate for cIN sampling
1.00.50.250.05
FID21.1913.129.777.44
IS61.6±0.8109.5±2.3146.2±3.8273.5±4.1
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Text-conditional image synthesis on CC [64]
MethodFID↓ IS↑CLIP-score ↑
TT[21]28.8613.11±0.43 0.20±0.03
ImageBART 22.6115.27±0.590.23±0.03
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Unconditional GenerationUpper Half Completion
methodFID↓IS个methodFID↓IS↑
TT(T= 2)12.444.42 ± 0.05TT(T= 2)11.804.48 ± 0.10
ImageBART (T = 3)12.553.98± 0.07ImageBART(T= 3)9.254.49 ± 0.13
ImageBART(T=5)10.694.27 ± 0.05ImageBART(T= 5)6.874.81 ± 0.13
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