Image Classification on CIFAR-10 (Accuracy, Compression, Time, I' Score)
79.81AccuracyUniform Baseline
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Uniform BaselineBit-width Topology=32-32-32-32, Backbone=SimpleCNN2026.05 | 79.81 | 1 | 0.48 | 0.529 | |
| Uniform PTQ (8-bit)Bit-width Topology=8-8-8-8, Backbone=SimpleCNN2026.05 | 79.68 | 4 | 1.16 | 1.074 | |
| QuIDE GABit-width Topology=8-8-8-4, Backbone=SimpleCNN2026.05 | 75.02 | 4.57 | 1.24 | 0.983 | |
| HAQBit-width Topology=8-4-4-8, Backbone=SimpleCNN, Note=Re-implementation2026.05 | 71.5 | 6.4 | 0.92 | 1.464 | |
| BRECQBit-width Topology=4-4-4-2, Backbone=SimpleCNN, Note=Estimated Bounds2026.05 | 67.3 | 8.8 | 1.05 | 1.468 | |
| Uniform PTQ (4-bit)Bit-width Topology=4-4-4-4, Backbone=SimpleCNN2026.05 | 58.18 | 8 | 1.11 | 0.633 |