Image Classification on CIFAR-10 (test) (Accuracy, Calibration, and Efficiency)
94.78AccuracyDKL-SIKA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DKL-SIKA2026.05 | 94.78 | 0.27 | 4.06 | 0.2 | 17.26 | 4.5 | |
| DAK2026.05 | 94.53 | 0.28 | 4.34 | 0.2 | 35.04 | 6.22 | |
| SVDKL2026.05 | 94.28 | 0.26 | 4.1 | 0.83 | 46.9 | 6.08 | |
| Structured pruning + fine-tuningState=1339, State Comp. (%)=70.94, Params/Storage=1,685,917, Latency (s)=0.0005232026.07 | 55.22 | 1.4291 | — | — | — | — | |
| Distilled realised C-balancedState=1339, State Comp. (%)=70.94, Params/Storage=1,685,917, Latency (s)=0.0005122026.07 | 54.65 | 1.5662 | — | — | — | — | |
| Projected A, reachabilityState=4319, State Comp. (%)=6.27, Params/Storage=16,224,778, Latency (s)=0.0030422026.07 | 54.53 | 1.7447 | — | — | — | — | |
| Projected B, observabilityState=2199, State Comp. (%)=52.28, Params/Storage=13,005,834, Latency (s)=0.0024062026.07 | 54.52 | 1.7423 | — | — | — | — | |
| Full DNNState=4608, State Comp. (%)=0.00, Params/Storage=9,971,210, Latency (s)=0.0015822026.07 | 54.45 | 1.7437 | — | — | — | — | |
| Realised C-balancedState=1339, State Comp. (%)=70.94, Params/Storage=1,685,917, Latency (s)=0.0005252026.07 | 54.44 | 1.5221 | — | — | — | — | |
| Dynamic INT8 quantisationState=4608, State Comp. (%)=0.00, Params/Storage=9,992,359 bytes, Latency (s)=0.448731 CPU2026.07 | 54.06 | 1.6897 | — | — | — | — | |
| Projected C, balancedState=1339, State Comp. (%)=70.94, Params/Storage=11,761,674, Latency (s)=0.0020612026.07 | 53.71 | 1.92 | — | — | — | — | |
| Unstructured pruning, 50%State=4608, State Comp. (%)=0.00, Params/Storage=4,987,914 nonzero, Latency (s)=0.0015852026.07 | 53.56 | 1.6207 | — | — | — | — | |
| Low-rank SVD, rank fraction 0.5State=4608, State Comp. (%)=0.00, Params/Storage=8,264,764, Latency (s)=0.0014182026.07 | 39.06 | 2.0683 | — | — | — | — | |
| Linear classifierState=0, Params/Storage=30,730, Latency (s)=0.0000902026.07 | 38.71 | 1.7824 | — | — | — | — | |
| Structured pruning to C ranksState=1339, State Comp. (%)=70.94, Params/Storage=1,685,917, Latency (s)=0.0004362026.07 | 11.4 | 2.2911 | — | — | — | — |