@Buntender and I are in the process of reimplementing ICT on CIFAR10 using PyTorch.
| epoch | initial_timesteps | final_timesteps | ema | FID |
|---|---|---|---|---|
| 2048 | 10 | 1280 | 0.9999 | 14.7302532 |
| 4096 | 10 | 1280 | 0.99993 | 13.039658 |
| 200 | 10 | 1280 | 0.999 | 361.96563 |
| 200 | 10 | 150 | 0.99 | 54.1811 |
| 200 | 2 | 150 | 0.99 | 40.65 |
| 200 | 2 | 150 | 0.9 | 64.6632 |
| 500 | 2 | 150 | 0.99 | 34.1635 |
- 50, FID: 398.509033203125
- 100, FID: 296.0087585449219
- 150, FID: 239.63021850585938
- 200, FID: 160.6717987060547
- 250, FID: 106.63436126708984
- 300, FID: 88.66282653808594
- 350, FID: 85.65467071533203
- 400, FID: 84.96791076660156
- 450, FID: 84.6329345703125
- 500, FID: 84.25988006591797
- 550, FID: 62.964683532714844
- 600, FID: 56.208831787109375
- 650, FID: 53.99787521362305
- 700, FID: 53.00424575805664
- 750, FID: 52.650970458984375
- 800, FID: 52.970985412597656
- 850, FID: 53.424232482910156
- 900, FID: 54.50812911987305
- 950, FID: 55.11760330200195
- 1000, FID: 55.904388427734375
- 1050, FID: 47.12823486328125
- 1100, FID: 39.525386810302734
- 1150, FID: 37.73923873901367
- 1200, FID: 36.83944320678711
- 1250, FID: 37.3828010559082
- 1300, FID: 38.235687255859375
- 1350, FID: 38.59758758544922
- 1400, FID: 38.64599609375
- 1450, FID: 39.1431999206543
- 1500, FID: 39.39213562011719
- 1550, FID: 35.01113510131836
- 1600, FID: 32.2806396484375
- 1650, FID: 31.84785270690918
- 1700, FID: 30.873199462890625
- 1750, FID: 29.961013793945312
- 1800, FID: 29.411357879638672
- 1850, FID: 28.710996627807617
- 1900, FID: 28.08704948425293
- 1950, FID: 28.2253360748291
- 2000, FID: 28.125417709350586
- 2050, FID: 27.524084091186523
- 2100, FID: 25.96059799194336
- 2150, FID: 26.959360122680664
- 2200, FID: 19.976266860961914
- 2250, FID: 18.47594451904297
- 2300, FID: 17.9345760345459
- 2350, FID: 18.18851089477539
- 2400, FID: 17.921463012695312
- 2450, FID: 17.91927719116211
- 2500, FID: 17.469663619995117
- 2550, FID: 17.566999435424805
- 2600, FID: 28.899091720581055
- 2650, FID: 19.934633255004883
- 2700, FID: 19.609600067138672
- 2750, FID: 30.208534240722656
- 2800, FID: 27.900463104248047
- 2850, FID: 25.653335571289062
- 2900, FID: 23.310134887695312
- 2950, FID: 19.263086318969727
- 3000, FID: 16.308795928955078
- 3050, FID: 14.913342475891113
- 3100, FID: 13.603191375732422
- 3150, FID: 13.039658546447754
- 3200, FID: 13.350031852722168
- 3250, FID: 13.559409141540527
- 3300, FID: 13.257262229919434
- 3350, FID: 14.365655899047852
- 3400, FID: 15.250137329101562
- 3450, FID: 16.243085861206055
- 3500, FID: 20.085010528564453
- 3550, FID: 21.34207534790039
- 3600, FID: 26.837499618530273
- 3650, FID: 28.421476364135742
- 3700, FID: 39.8241081237793
- 3750, FID: 42.5471076965332
- 3800, FID: 42.17381286621094
- 3850, FID: 37.740726470947266
- 3900, FID: 43.5645637512207
- 3950, FID: 55.518592834472656
- 4000, FID: 63.49004364013672
- 4050, FID: 56.94802474975586