Time-series classification on BinaryHeartbeat
73.2AccuracyCNN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CNN2025.05 | 73.2 | 84.072 | 892.616 | 55,219,392 | 0.0343 | 2,106.132 | |
| D-CNN2025.05 | 73.2 | 15.384 | 39.256 | 259,419 | 0.0011 | 90.71 | |
| DS-CNN2025.05 | 73.2 | 85.8 | 1,189.736 | 14,879,582 | 0.016 | 1,052.569 | |
| ConvLSTM2025.05 | 73.2 | 10.752 | 1,188.628 | 1,778,832 | 0.0042 | 268.145 | |
| TENet2025.05 | 73.2 | 170.84 | 9,524.084 | 340,379,296 | 0.37 | 21,462.749 | |
| Grid Search2025.05 | 73.2 | 12.68 | 152.352 | 1,130,543 | 0.0053 | 419.023 | |
| TinyTNAS2025.05 | 73.2 | 11.152 | 152.48 | 1,130,543 | 0.0053 | 419.023 | |
| GPT-4o-minimode=zero-shot2025.05 | 73.2 | 9,494.408 | 595.404 | 24,606,944 | 0.0189 | 1,191.453 | |
| GPT-4omode=zero-shot2025.05 | 73.2 | 9,494.408 | 595.404 | 24,606,944 | 0.0189 | 1,191.453 | |
| MONAQ2025.05 | 73.2 | 9.36 | 299.528 | 204,080 | 0.0132 | 177.662 | |
| LSTM2025.05 | 72.7 | 8.752 | 447.888 | 16 | 0 | 0.061 | |
| Random Search2025.05 | 72.7 | 7.76 | 77.384 | 301,138 | 0.002 | 191.47 | |
| MLP2025.05 | 65.9 | 597.104 | 38.3 | 593,616 | 0 | 5.57 | |
| TCN2025.05 | 44.9 | 34.592 | 746.608 | 39,728,336 | 0.175 | 10,783.571 |