Research Article
[Retracted] Research on Network Layer Recursive Reduction Model Compression for Image Recognition
Table 2
Calculation cost in model reasoning.
| | Dataset | Layers number | Accuracy (%) | MAC | Sequential propagation (msec) | Reverse propagation (msec) | Parameters |
| | CIFAR-10 | 56 | 92.88 | 8.19 × 107 | 6.584 | 12.93 | 585.9K | | 32 | 93.05 | 4.99 × 107 | 3.970 | 7.721 | 409.1K |
| | CIFAR-100 | 56 | 71.83 | 8.65 × 107 | 6.203 | 13.36 | 613.6K | | 35 | 71.99 | 5.44 × 107 | 4.350 | 8.075 | 555.3K |
| | ImageNet | 50 | 75.89 | 4.11 × 109 | 29.95 | 59.51 | 25.55M | | 38 | 76.12 | 3.23 × 109 | 22.97 | 46.53 | 23.80M |
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