Research Article
HCRCaaS: A Handwritten Character Recognition Container as a Service Based on QoS Guarantee Algorithm
Table 2
Comparison results in different number layers based on Number 3 model.
| | Index | Model structure | Accuracy (%) |
| | 1 | 96 × 96-96C3 × 3-MP3 × 3-128C3 × 3-MP3 × 3-160C3 × 3-MP3 × 3-256C3 × 3-256C3 × 3-MP3 × 3-384C3 × 3-384C3 × 3-384C3 × 3-MP3 × 3-1024FC-3755 (added one conv layer) | 96.88 | | 2 | 96 × 96-96C3 × 3-MP3 × 3-128C3 × 3-MP3 × 3-160C3 × 3-MP3 × 3-256C3 × 3-256C3 × 3-MP3 × 3-384C3 × 3-384C3 × 3-MP3 × 3-MP3 × 3-1024FC-3755 (added one MP layer) | 96.72 | | 3 | 96 × 96-96C3 × 3-MP3 × 3-128C3 × 3-MP3 × 3-160C3 × 3-MP3 × 3-256C3 × 3-256C3 × 3-MP3 × 3-384C3 × 3-384C3 × 3-MP3 × 3-1024FC-2048FC-3755 (added one FC layer) | 96.69 | | 4 | 96 × 96-96C3 × 3-MP3 × 3-128C3 × 3-MP3 × 3-160C3 × 3-MP3 × 3-256C3 × 3-256C3 × 3-MP3 × 3-384C3 × 3-MP3 × 3-1024FC-3755 (removed one conv layer) | 96.74 | | 5 | 96 × 96-96C3 × 3-MP3 × 3-128C3 × 3-MP3 × 3-160C3 × 3-MP3 × 3-256C3 × 3-256C3 × 3-MP3 × 3-384C3 × 3-384C3 × 3-1024FC-3755 (removed one MP layer) | 96.77 | | 6 | 96 × 96-96C3 × 3-MP3 × 3-128C3 × 3-MP3 × 3-160C3 × 3-MP3 × 3-256C3 × 3-256C3 × 3-MP3 × 3-384C3 × 3-384C3 × 3-MP3 × 3-3755 (removed one FC layer) | 96.56 |
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