Time-series Classification on UWave (Accuracy and Forgetting)
85.3Average Accuracy (AT)Dual-stream feature representation
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Dual-stream feature representationStream=Full Representation, Memory Ratio=10%2026.06 | 85.3 | 9.6 | |
| TSCILStrategy=Best Replay, Normalization Type=LN2026.06 | 85.2 | 16.6 | |
| PTMs-TSCIL2026.06 | 85.1 | 11.1 | |
| TSCILStrategy=Best Replay, Normalization Type=BN2026.06 | 83.2 | 20.3 | |
| Dual-stream feature representationStream=FM Embeddings, Memory Ratio=10%2026.06 | 75.2 | 2.5 | |
| Dual-stream feature representationStream=Full Representation, Memory Ratio=20%2026.06 | 65.9 | 24.8 | |
| TSCILStrategy=Best Reg., Normalization Type=BN2026.06 | 62.7 | 32.9 | |
| TSCILStrategy=Best Reg., Normalization Type=LN2026.06 | 58.1 | 35.4 | |
| Dual-stream feature representationStream=FM Embeddings, Memory Ratio=20%2026.06 | 40 | 27.7 | |
| Dual-stream feature representationStream=Statistical Features, Memory Ratio=10%2026.06 | 12.5 | 13.6 | |
| Dual-stream feature representationStream=Statistical Features, Memory Ratio=20%2026.06 | 12.5 | 13.3 |