Table 4 Performance comparison of four HUNet_24 variants on the MTACCR test_1 set
From: HUNet: hierarchical universal network for multi-type ancient Chinese character recognition
Model | Top-1 (%) | Params (M) | Flops (M) | MemR + W (MB) | Input | Feature_dim | Total depths | Throughput (images/s) | ||
|---|---|---|---|---|---|---|---|---|---|---|
GPU | CPU | ONNX | ||||||||
HUNet_24(Ours) | 92.59 | 11.82 (1.43) | 261 | 74.59 | 128 | 1280 | 12 (2,2,6,2) | 17,103 | 50.8 | 108.1 |
HUNet_24_all_ECA | 92.51 | 11.82 (1.44) | 259 | 65.02 | 128 | 1280 | 12 (2,2,6,2) | 14,148 | 48.2 | 71.3 |
HUNet_24_no_ECA | 91.96 | 11.81 (1.43) | 258 | 65.02 | 128 | 1280 | 12 (2,2,6,2) | 14,235 | 52.1 | 76.4 |
HUNet_24_local_ECA | 92.55 | 11.81 (1.43) | 258 | 65.02 | 128 | 1280 | 12 (2,2,6,2) | 13,742 | 50.6 | 75.6 |
HUNet_24_global_ECA | 92.15 | 11.81 (1.43) | 258 | 65.02 | 128 | 1280 | 12 (2,2,6,2) | 13,680 | 50.8 | 75.7 |
