Payment Action Recognition on Transit Payment-Action Dataset
75.68Accuracy (QR Code)iPay 1-stream
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| iPay 1-streamSource=Ours, FLOPs=5.07G, Params.=12.88M, Ensemble=4-ensemble2026.05 | 75.68 | 82.61 | 81.82 | 76.92 | 76.19 | 77.7 | |
| ML-STGNetSource=TIP22, FLOPs=6.12G, Params.=5.64M, Ensemble=2-ensemble2026.05 | 72.97 | 82.61 | 90.91 | 65.38 | 80.95 | 76.98 | |
| iPay 2-streamSource=Ours, FLOPs=6.34G, Params.=13.55M, Ensemble=4-ensemble2026.05 | 72.97 | 82.61 | 90.91 | 88.46 | 88.1 | 83.45 | |
| DeGCN (baseline)Source=TIP24, FLOPs=9.80G, Params.=5.24M, Ensemble=4-ensemble2026.05 | 70.27 | 82.61 | 100 | 46.15 | 80.95 | 73.38 | |
| ST-GCNSource=AAAI18, FLOPs=7.62G, Params.=3.07M2026.05 | 64.86 | 73.91 | 100 | 38.46 | 52.38 | 60.43 | |
| CTR-GCNSource=ICCV21, FLOPs=11.04G, Params.=5.64M, Ensemble=4-ensemble2026.05 | 64.86 | 86.96 | 81.82 | 69.23 | 83.33 | 76.26 | |
| InfoGCNSource=CVPR22, FLOPs=4.66G, Params.=3.06M, Ensemble=2-ensemble2026.05 | 54.05 | 91.3 | 72.73 | 53.85 | 71.43 | 66.91 | |
| BlockGCNSource=CVPR24, FLOPs=9.88G, Params.=4.84M, Ensemble=4-ensemble2026.05 | 54.05 | 82.61 | 90.91 | 57.69 | 78.57 | 69.78 |