Time-series Classification on Cricket (Performance & Efficiency Metrics)
62.5AccuracyMONAQ
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MONAQ2025.05 | 62.5 | 1,229.52 | 39.988 | 1,568,608 | 0.0009 | 63.48 | |
| D-CNN2025.05 | 56.9 | 28.192 | 16.728 | 118,476 | 0.0004 | 32.402 | |
| CNN2025.05 | 55.6 | 39.824 | 60.632 | 4,931,424 | 0.0039 | 270.929 | |
| GPT-4omode=zero-shot2025.05 | 52.8 | 621.344 | 40.796 | 1,876,384 | 0.001 | 85.385 | |
| GPT-4o-minimode=zero-shot2025.05 | 50 | 2,465.664 | 79.452 | 6,814,528 | 0.0032 | 228.04 | |
| DS-CNN2025.05 | 20.8 | 40.768 | 80.392 | 1,218,434 | 0.0024 | 176.782 | |
| TinyTNAS2025.05 | 16.7 | 11.52 | 18.72 | 115,261 | 0.0004 | 37.793 | |
| MLP2025.05 | 12.5 | 234.088 | 15.644 | 230,560 | 0 | 5.631 | |
| TENet2025.05 | 12.5 | 171.784 | 650.116 | 22,015,424 | 0.0644 | 4,310.81 | |
| TCN2025.05 | 9.7 | 34.872 | 53.376 | 2,757,984 | 0.0043 | 373.199 | |
| Grid Search2025.05 | 8.3 | 13.056 | 18.592 | 115,261 | 0.0004 | 37.793 | |
| Random Search2025.05 | 8.3 | 15.08 | 20.168 | 65,860 | 0.0004 | 29.876 | |
| LSTM2025.05 | 6.9 | 9.192 | 31.888 | 96 | 0 | 0.121 | |
| ConvLSTM2025.05 | 6.9 | 11.352 | 79.412 | 688,544 | 0.001 | 70.096 |