Time-series Classification on DSA
98.4Average Accuracy (AT)Dual-stream feature representation
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Dual-stream feature representationStream=Statistical Features, Memory Ratio=10%2026.06 | 98.4 | 1.3 | |
| Dual-stream feature representationStream=Full Representation, Memory Ratio=10%2026.06 | 98.2 | 1.4 | |
| TSCILStrategy=Best Replay, Normalization Type=LN2026.06 | 98 | 2.2 | |
| Dual-stream feature representationStream=Full Representation, Memory Ratio=20%2026.06 | 98 | 1.7 | |
| Dual-stream feature representationStream=Statistical Features, Memory Ratio=20%2026.06 | 97.6 | 2 | |
| TSCILStrategy=Best Replay, Normalization Type=BN2026.06 | 96.9 | 3.7 | |
| PTMs-TSCIL2026.06 | 96.8 | 2.8 | |
| Dual-stream feature representationStream=FM Embeddings, Memory Ratio=10%2026.06 | 81.5 | -2 | |
| TSCILStrategy=Best Reg., Normalization Type=LN2026.06 | 35.9 | 53 | |
| TSCILStrategy=Best Reg., Normalization Type=BN2026.06 | 31.3 | 60 | |
| Dual-stream feature representationStream=FM Embeddings, Memory Ratio=20%2026.06 | 15.2 | 24.2 |