Image Classification on CIFAR-10 (Efficiency and Accuracy)
84.8AccuracyEntire dataset
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Entire dataset2026.03 | 84.8 | — | — | |
| DATMIPC (Images Per Class)=502026.03 | 75.1 | 49.1 | — | |
| QuADDIPC (Images Per Class)=50, quantization=9-bit2026.03 | 74.8 | 49.1 | 10.6 | |
| AutoPaletteIPC (Images Per Class)=50, quantization=7-bit2026.03 | 73.9 | 49.1 | 9.6 | |
| TMIPC (Images Per Class)=502026.03 | 71.6 | 49.1 | — | |
| FreDIPC (Images Per Class)=502026.03 | 69 | 49.1 | 6.1 | |
| DATMIPC (Images Per Class)=102026.03 | 65.7 | 9.8 | — | |
| QuADDIPC (Images Per Class)=10, quantization=9-bit2026.03 | 65.4 | 9.8 | 10.6 | |
| TMIPC (Images Per Class)=102026.03 | 65.1 | 9.8 | — | |
| AutoPaletteIPC (Images Per Class)=10, quantization=7-bit2026.03 | 63.5 | 9.8 | 9.6 | |
| DMIPC (Images Per Class)=502026.03 | 63 | 49.1 | — | |
| FreDIPC (Images Per Class)=102026.03 | 57.3 | 9.8 | 9.6 | |
| DCIPC (Images Per Class)=502026.03 | 53.9 | 49.1 | — | |
| DMIPC (Images Per Class)=102026.03 | 48.9 | 9.8 | — | |
| K-CenterIPC (Images Per Class)=502026.03 | 48.7 | 49.1 | — | |
| DATMIPC (Images Per Class)=12026.03 | 46.1 | 983 | — | |
| TMIPC (Images Per Class)=12026.03 | 45.8 | 983 | — | |
| QuADDIPC (Images Per Class)=1, quantization=9-bit2026.03 | 44.9 | 983 | 10.6 | |
| DCIPC (Images Per Class)=102026.03 | 44.9 | 9.8 | — | |
| RandomIPC (Images Per Class)=502026.03 | 43.4 | 49.1 | — | |
| FreDIPC (Images Per Class)=12026.03 | 43.1 | 983 | 12 | |
| AutoPaletteIPC (Images Per Class)=1, quantization=7-bit2026.03 | 42.1 | 983 | 9.6 | |
| HerdingIPC (Images Per Class)=502026.03 | 40.4 | 49.1 | — | |
| DDIPC (Images Per Class)=102026.03 | 36.8 | 9.8 | — | |
| K-CenterIPC (Images Per Class)=102026.03 | 36.4 | 9.8 | — | |
| HerdingIPC (Images Per Class)=102026.03 | 31.6 | 9.8 | — | |
| DCIPC (Images Per Class)=12026.03 | 28.3 | 983 | — | |
| DMIPC (Images Per Class)=12026.03 | 26 | 983 | — | |
| RandomIPC (Images Per Class)=102026.03 | 26 | 9.8 | — | |
| K-CenterIPC (Images Per Class)=12026.03 | 23.3 | 983 | — | |
| HerdingIPC (Images Per Class)=12026.03 | 21.5 | 983 | — | |
| RandomIPC (Images Per Class)=12026.03 | 14.4 | 983 | — |