Class-conditional Image Generation on ImageNet-1K
1.79KV SizeHACK++
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HACK++ηa=30%, ηc=20%, Backbone=VAR-d24, Batch size=322026.06 | 1.79 | 1.14 | 3.17 | 262.77 | 80 | 59 | |
| Streamingηa=30%, ηc=30%, Backbone=VAR-d24, Batch size=322026.06 | 2.69 | 1.15 | 5.19 | 227.64 | 74 | 61 | |
| H2Oηa=30%, ηc=30%, Backbone=VAR-d24, Batch size=322026.06 | 2.69 | 1.15 | 8.14 | 187.47 | 68 | 63 | |
| SnapKVηa=30%, ηc=30%, Backbone=VAR-d24, Batch size=322026.06 | 2.69 | 1.15 | 7.15 | 198.83 | 69 | 63 | |
| LOOK-Mηa=30%, ηc=30%, Backbone=VAR-d24, Batch size=322026.06 | 2.69 | 1.15 | 18.28 | 120.18 | 57 | 63 | |
| HACKηa=30%, ηc=30%, Backbone=VAR-d24, Batch size=322026.06 | 2.69 | 1.19 | 4.02 | 243.5 | 75 | 62 | |
| HACK++ηa=50%, ηc=30%, Backbone=VAR-d24, Batch size=322026.06 | 2.69 | 1.66 | 2.21 | 300.78 | 82 | 59 | |
| HACK++ηa=30%, ηc=20%, Backbone=VAR-d30, Batch size=322026.06 | 2.8 | 1.78 | 2.48 | 282.67 | 79 | 59 | |
| Streamingηa=30%, ηc=30%, Backbone=VAR-d30, Batch size=322026.06 | 4.2 | 1.8 | 4.84 | 228.43 | 74 | 62 | |
| H2Oηa=30%, ηc=30%, Backbone=VAR-d30, Batch size=322026.06 | 4.2 | 1.8 | 8.81 | 182.84 | 68 | 62 | |
| SnapKVηa=30%, ηc=30%, Backbone=VAR-d30, Batch size=322026.06 | 4.2 | 1.8 | 7.31 | 196.62 | 70 | 62 | |
| LOOK-Mηa=30%, ηc=30%, Backbone=VAR-d30, Batch size=322026.06 | 4.2 | 1.8 | 18.88 | 116.7 | 58 | 63 | |
| HACKηa=30%, ηc=30%, Backbone=VAR-d30, Batch size=322026.06 | 4.2 | 1.86 | 2.78 | 268.69 | 78 | 62 | |
| HACK++ηa=50%, ηc=30%, Backbone=VAR-d30, Batch size=322026.06 | 4.2 | 2.59 | 2.05 | 302.49 | 81 | 59 | |
| Streamingηa=50%, ηc=50%, Backbone=VAR-d24, Batch size=322026.06 | 4.48 | 1.75 | 2.42 | 284.56 | 80 | 60 | |
| H2Oηa=50%, ηc=50%, Backbone=VAR-d24, Batch size=322026.06 | 4.48 | 1.75 | 2.64 | 273.55 | 78 | 61 | |
| SnapKVηa=50%, ηc=50%, Backbone=VAR-d24, Batch size=322026.06 | 4.48 | 1.75 | 2.79 | 270.32 | 77 | 62 | |
| LOOK-Mηa=50%, ηc=50%, Backbone=VAR-d24, Batch size=322026.06 | 4.48 | 1.75 | 6.01 | 212.47 | 70 | 63 | |
| HACKηa=50%, ηc=50%, Backbone=VAR-d24, Batch size=322026.06 | 4.48 | 1.76 | 2.22 | 294.87 | 80 | 60 | |
| Streamingηa=50%, ηc=50%, Backbone=VAR-d30, Batch size=322026.06 | 7 | 2.73 | 2.36 | 281.3 | 79 | 61 | |
| H2Oηa=50%, ηc=50%, Backbone=VAR-d30, Batch size=322026.06 | 7 | 2.73 | 3.04 | 262.68 | 77 | 62 | |
| SnapKVηa=50%, ηc=50%, Backbone=VAR-d30, Batch size=322026.06 | 7 | 2.73 | 3.09 | 261.63 | 77 | 62 | |
| LOOK-Mηa=50%, ηc=50%, Backbone=VAR-d30, Batch size=322026.06 | 7 | 2.73 | 6.89 | 203.47 | 70 | 62 | |
| HACKηa=50%, ηc=50%, Backbone=VAR-d30, Batch size=322026.06 | 7 | 2.73 | 2.06 | 293.6 | 80 | 61 | |
| Fullηa=100%, ηc=100%, Backbone=VAR-d24, Batch size=322026.06 | 8.96 | 2.7 | 2.16 | 308.66 | 82 | 59 | |
| Fullηa=100%, ηc=100%, Backbone=VAR-d30, Batch size=322026.06 | 14.01 | 4.22 | 1.96 | 302.23 | 81 | 60 |