Sketch Classification on SketchGraph-R recognized sketch distribution
87.61Top-1 AccuracySketchGraphNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SketchGraphNetParam (M)=8.60, Train time=1.431 h, Latency (ms)=5.642, DSSG=w/2026.03 | 87.61 | 97.59 | 98.77 | |
| SketchGraphNetParam (M)=8.60, Train time=1.494 h, Latency (ms)=5.610, DSSG=w/o2026.03 | 87.31 | 97.5 | 98.72 | |
| InceptionV3Param (M)=27.16, Train time=13.068 h, Latency (ms)=12.614, DSSG=w/o2026.03 | 85.87 | 96.87 | 98.29 | |
| S3NetParam (M)=5.33, Train time=1.405 h, Latency (ms)=4.237, DSSG=w/2026.03 | 85.44 | 96.63 | 98.2 | |
| MobileNetV2Param (M)=3.50, Train time=5.040 h, Latency (ms)=5.429, DSSG=w/o2026.03 | 85.42 | 96.82 | 98.31 | |
| S3NetParam (M)=5.33, Train time=1.410 h, Latency (ms)=4.206, DSSG=w/o2026.03 | 84.96 | 96.4 | 98.04 | |
| BiLSTMParam (M)=8.78, Train time=0.771 h, Latency (ms)=3.085, DSSG=w/o2026.03 | 84.65 | 96.42 | 98.12 | |
| BiGRUParam (M)=6.67, Train time=0.663 h, Latency (ms)=2.968, DSSG=w/o2026.03 | 84.62 | 96.47 | 98.15 | |
| ESAParam (M)=6.15, Train time=1.560 h, Latency (ms)=3.772, DSSG=w/2026.03 | 81.81 | 95.12 | 97.26 | |
| ESAParam (M)=6.15, Train time=2.891 h, Latency (ms)=3.739, DSSG=w/o2026.03 | 78.45 | 93.17 | 95.97 | |
| MGTParam (M)=39.98, Train time=6.251 h, Latency (ms)=6.086, DSSG=w/o2026.03 | 75.71 | 91.64 | 94.95 | |
| SketchGNNParam (M)=0.79, Train time=1.058 h, Latency (ms)=5.132, DSSG=w/2026.03 | 75.11 | 91.05 | 94.47 | |
| SketchGNNParam (M)=0.79, Train time=1.047 h, Latency (ms)=5.208, DSSG=w/o2026.03 | 74.57 | 90.76 | 94.25 | |
| MGTParam (M)=39.98, Train time=6.182 h, Latency (ms)=6.138, DSSG=w/2026.03 | 74.05 | 90.59 | 94.31 |