Sketch Classification on SketchGraph-A noisy sketch distribution
83.62Top-1 AccuracySketchGraphNet
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SketchGraphNetParam (M)=8.60, Train time=1.431 h, Latency (ms)=5.642, DSSG=w/2026.03 | 83.62 | 94.44 | 96.1 | |
| SketchGraphNetParam (M)=8.60, Train time=1.494 h, Latency (ms)=5.610, DSSG=w/o2026.03 | 83.13 | 94.21 | 95.97 | |
| InceptionV3Param (M)=27.16, Train time=13.068 h, Latency (ms)=12.614, DSSG=w/o2026.03 | 82.07 | 93.67 | 95.58 | |
| MobileNetV2Param (M)=3.50, Train time=5.040 h, Latency (ms)=5.429, DSSG=w/o2026.03 | 81.13 | 93.27 | 95.27 | |
| S3NetParam (M)=5.33, Train time=1.405 h, Latency (ms)=4.237, DSSG=w/2026.03 | 80.7 | 92.72 | 94.86 | |
| S3NetParam (M)=5.33, Train time=1.410 h, Latency (ms)=4.206, DSSG=w/o2026.03 | 80.24 | 92.46 | 94.65 | |
| BiGRUParam (M)=6.67, Train time=0.663 h, Latency (ms)=2.968, DSSG=w/o2026.03 | 79.27 | 92.05 | 94.42 | |
| BiLSTMParam (M)=8.78, Train time=0.771 h, Latency (ms)=3.085, DSSG=w/o2026.03 | 79.24 | 92.09 | 94.46 | |
| ESAParam (M)=6.15, Train time=1.560 h, Latency (ms)=3.772, DSSG=w/2026.03 | 78.36 | 91.68 | 94.22 | |
| ESAParam (M)=6.15, Train time=2.891 h, Latency (ms)=3.739, DSSG=w/o2026.03 | 74.18 | 89.6 | 92.8 | |
| MGTParam (M)=39.98, Train time=6.251 h, Latency (ms)=6.086, DSSG=w/o2026.03 | 70.29 | 86.25 | 90.09 | |
| SketchGNNParam (M)=0.79, Train time=1.058 h, Latency (ms)=5.132, DSSG=w/2026.03 | 69.86 | 85.82 | 89.64 | |
| MGTParam (M)=39.98, Train time=6.182 h, Latency (ms)=6.138, DSSG=w/2026.03 | 69.64 | 86.02 | 89.9 | |
| SketchGNNParam (M)=0.79, Train time=1.047 h, Latency (ms)=5.208, DSSG=w/o2026.03 | 69.36 | 85.51 | 89.34 |