Class-conditional image synthesis on Tiny ImageNet (train test)
17.82FIDBigGAN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BigGANKnown class=150, Labeled sample/class=475, Unlabeled sample (closed-set)=3750, Unlabeled sample (open-set)=250002022.04 | 17.82 | 17.65 | |
| BigGANKnown class=150, Labeled sample/class=250, Unlabeled sample (closed-set)=37500, Unlabeled sample (open-set)=250002022.04 | 18.57 | 16.99 | |
| SingleGANKnown class=100, Labeled sample/class=475, Unlabeled sample (closed-set)=2500, Unlabeled sample (open-set)=500002022.04 | 18.66 | 17.67 | |
| BigGANKnown class=100, Labeled sample/class=475, Unlabeled sample (closed-set)=2500, Unlabeled sample (open-set)=500002022.04 | 18.88 | 17.6 | |
| S³GANKnown class=150, Labeled sample/class=475, Unlabeled sample (closed-set)=3750, Unlabeled sample (open-set)=250002022.04 | 20.95 | 16.51 | |
| BigGANKnown class=100, Labeled sample/class=250, Unlabeled sample (closed-set)=25000, Unlabeled sample (open-set)=500002022.04 | 22.85 | 17.02 | |
| BigGANKnown class=50, Labeled sample/class=475, Unlabeled sample (closed-set)=1250, Unlabeled sample (open-set)=750002022.04 | 23.81 | 13.85 | |
| S³GANKnown class=150, Labeled sample/class=250, Unlabeled sample (closed-set)=37500, Unlabeled sample (open-set)=250002022.04 | 24.05 | 14.38 | |
| SingleGANKnown class=150, Labeled sample/class=475, Unlabeled sample (closed-set)=3750, Unlabeled sample (open-set)=250002022.04 | 24.38 | 13.82 | |
| OSSGANKnown class=150, Labeled sample/class=250, Unlabeled sample (closed-set)=37500, Unlabeled sample (open-set)=250002022.04 | 25.06 | 13.81 | |
| OSSGANKnown class=150, Labeled sample/class=475, Unlabeled sample (closed-set)=3750, Unlabeled sample (open-set)=250002022.04 | 25.97 | 15.3 | |
| SingleGANKnown class=100, Labeled sample/class=250, Unlabeled sample (closed-set)=25000, Unlabeled sample (open-set)=500002022.04 | 25.97 | 16.66 | |
| OSSGANKnown class=150, Labeled sample/class=100, Unlabeled sample (closed-set)=60000, Unlabeled sample (open-set)=250002022.04 | 26.34 | 13.66 | |
| RandomGANKnown class=150, Labeled sample/class=475, Unlabeled sample (closed-set)=3750, Unlabeled sample (open-set)=250002022.04 | 26.51 | 12.8 | |
| S³GANKnown class=150, Labeled sample/class=100, Unlabeled sample (closed-set)=60000, Unlabeled sample (open-set)=250002022.04 | 27.25 | 13.12 | |
| OSSGANKnown class=100, Labeled sample/class=250, Unlabeled sample (closed-set)=25000, Unlabeled sample (open-set)=500002022.04 | 28.19 | 13.88 | |
| S³GANKnown class=100, Labeled sample/class=475, Unlabeled sample (closed-set)=2500, Unlabeled sample (open-set)=500002022.04 | 28.66 | 14.8 | |
| S³GANKnown class=100, Labeled sample/class=250, Unlabeled sample (closed-set)=25000, Unlabeled sample (open-set)=500002022.04 | 29.19 | 14.05 | |
| SingleGANKnown class=150, Labeled sample/class=250, Unlabeled sample (closed-set)=37500, Unlabeled sample (open-set)=250002022.04 | 30.11 | 11.89 | |
| OSSGANKnown class=100, Labeled sample/class=100, Unlabeled sample (closed-set)=40000, Unlabeled sample (open-set)=500002022.04 | 31.28 | 13.29 | |
| OSSGANKnown class=100, Labeled sample/class=475, Unlabeled sample (closed-set)=2500, Unlabeled sample (open-set)=500002022.04 | 31.75 | 13.81 | |
| S³GANKnown class=100, Labeled sample/class=100, Unlabeled sample (closed-set)=40000, Unlabeled sample (open-set)=500002022.04 | 33.18 | 12.6 | |
| RandomGANKnown class=150, Labeled sample/class=250, Unlabeled sample (closed-set)=37500, Unlabeled sample (open-set)=250002022.04 | 33.56 | 10.86 | |
| RandomGANKnown class=150, Labeled sample/class=100, Unlabeled sample (closed-set)=60000, Unlabeled sample (open-set)=250002022.04 | 34.13 | 10.82 | |
| OSSGANKnown class=150, Labeled sample/class=50, Unlabeled sample (closed-set)=67500, Unlabeled sample (open-set)=250002022.04 | 35.39 | 11.61 | |
| RandomGANKnown class=100, Labeled sample/class=475, Unlabeled sample (closed-set)=2500, Unlabeled sample (open-set)=500002022.04 | 36.7 | 11.77 | |
| SingleGANKnown class=100, Labeled sample/class=100, Unlabeled sample (closed-set)=40000, Unlabeled sample (open-set)=500002022.04 | 37.79 | 11.46 | |
| SingleGANKnown class=150, Labeled sample/class=100, Unlabeled sample (closed-set)=60000, Unlabeled sample (open-set)=250002022.04 | 39.67 | 10.81 | |
| OSSGANKnown class=100, Labeled sample/class=50, Unlabeled sample (closed-set)=45000, Unlabeled sample (open-set)=500002022.04 | 40.61 | 11.54 | |
| RandomGANKnown class=100, Labeled sample/class=50, Unlabeled sample (closed-set)=45000, Unlabeled sample (open-set)=500002022.04 | 42.05 | 10.58 | |
| SingleGANKnown class=100, Labeled sample/class=50, Unlabeled sample (closed-set)=45000, Unlabeled sample (open-set)=500002022.04 | 43.45 | 10.51 | |
| RandomGANKnown class=150, Labeled sample/class=50, Unlabeled sample (closed-set)=67500, Unlabeled sample (open-set)=250002022.04 | 45.23 | 10.78 | |
| RandomGANKnown class=100, Labeled sample/class=250, Unlabeled sample (closed-set)=25000, Unlabeled sample (open-set)=500002022.04 | 51.33 | 10.02 | |
| S³GANKnown class=150, Labeled sample/class=50, Unlabeled sample (closed-set)=67500, Unlabeled sample (open-set)=250002022.04 | 54.32 | 9.36 | |
| S³GANKnown class=50, Labeled sample/class=475, Unlabeled sample (closed-set)=1250, Unlabeled sample (open-set)=750002022.04 | 55.12 | 13.22 | |
| OSSGANKnown class=50, Labeled sample/class=475, Unlabeled sample (closed-set)=1250, Unlabeled sample (open-set)=750002022.04 | 56.33 | 13.63 | |
| BigGANKnown class=100, Labeled sample/class=100, Unlabeled sample (closed-set)=40000, Unlabeled sample (open-set)=500002022.04 | 56.36 | 9.82 | |
| OSSGANKnown class=50, Labeled sample/class=250, Unlabeled sample (closed-set)=12500, Unlabeled sample (open-set)=750002022.04 | 56.49 | 13.48 | |
| RandomGANKnown class=100, Labeled sample/class=100, Unlabeled sample (closed-set)=40000, Unlabeled sample (open-set)=500002022.04 | 56.5 | 9.94 | |
| S³GANKnown class=50, Labeled sample/class=250, Unlabeled sample (closed-set)=12500, Unlabeled sample (open-set)=750002022.04 | 57.16 | 12.5 | |
| OSSGANKnown class=50, Labeled sample/class=100, Unlabeled sample (closed-set)=20000, Unlabeled sample (open-set)=750002022.04 | 58.36 | 12.41 | |
| OSSGANKnown class=50, Labeled sample/class=50, Unlabeled sample (closed-set)=22500, Unlabeled sample (open-set)=750002022.04 | 61.6 | 11.84 | |
| BigGANKnown class=150, Labeled sample/class=100, Unlabeled sample (closed-set)=60000, Unlabeled sample (open-set)=250002022.04 | 62.77 | 9.74 | |
| SingleGANKnown class=150, Labeled sample/class=50, Unlabeled sample (closed-set)=67500, Unlabeled sample (open-set)=250002022.04 | 64.25 | 9.68 | |
| RandomGANKnown class=50, Labeled sample/class=250, Unlabeled sample (closed-set)=12500, Unlabeled sample (open-set)=750002022.04 | 67.98 | 9.88 | |
| RandomGANKnown class=50, Labeled sample/class=475, Unlabeled sample (closed-set)=1250, Unlabeled sample (open-set)=750002022.04 | 68.67 | 10.25 | |
| SingleGANKnown class=50, Labeled sample/class=475, Unlabeled sample (closed-set)=1250, Unlabeled sample (open-set)=750002022.04 | 71.19 | 9.72 | |
| RandomGANKnown class=50, Labeled sample/class=100, Unlabeled sample (closed-set)=20000, Unlabeled sample (open-set)=750002022.04 | 72.97 | 9.82 | |
| SingleGANKnown class=50, Labeled sample/class=50, Unlabeled sample (closed-set)=22500, Unlabeled sample (open-set)=750002022.04 | 73.41 | 9.08 | |
| SingleGANKnown class=50, Labeled sample/class=250, Unlabeled sample (closed-set)=12500, Unlabeled sample (open-set)=750002022.04 | 74.66 | 9.36 | |
| S³GANKnown class=50, Labeled sample/class=100, Unlabeled sample (closed-set)=20000, Unlabeled sample (open-set)=750002022.04 | 75.94 | 8.76 | |
| SingleGANKnown class=50, Labeled sample/class=100, Unlabeled sample (closed-set)=20000, Unlabeled sample (open-set)=750002022.04 | 77.17 | 9.14 | |
| BigGANKnown class=50, Labeled sample/class=250, Unlabeled sample (closed-set)=12500, Unlabeled sample (open-set)=750002022.04 | 78.39 | 6.47 | |
| RandomGANKnown class=50, Labeled sample/class=50, Unlabeled sample (closed-set)=22500, Unlabeled sample (open-set)=750002022.04 | 79.75 | 8.53 | |
| S³GANKnown class=50, Labeled sample/class=50, Unlabeled sample (closed-set)=22500, Unlabeled sample (open-set)=750002022.04 | 95.01 | 8.29 | |
| BigGANKnown class=50, Labeled sample/class=100, Unlabeled sample (closed-set)=20000, Unlabeled sample (open-set)=750002022.04 | 99.78 | 5.14 | |
| BigGANKnown class=150, Labeled sample/class=50, Unlabeled sample (closed-set)=67500, Unlabeled sample (open-set)=250002022.04 | 109.5 | 5.94 | |
| BigGANKnown class=100, Labeled sample/class=50, Unlabeled sample (closed-set)=45000, Unlabeled sample (open-set)=500002022.04 | 128.33 | 4.59 | |
| BigGANKnown class=50, Labeled sample/class=50, Unlabeled sample (closed-set)=22500, Unlabeled sample (open-set)=750002022.04 | 161.65 | 4.17 | |
| S³GANKnown class=100, Labeled sample/class=50, Unlabeled sample (closed-set)=45000, Unlabeled sample (open-set)=500002022.04 | 230.84 | 2.5 |