Time Series Classification on UEA datasets average of 6 (test)
64.3Average Test AccuracyLog-NCDE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Log-NCDEInput Dropping Rate=0%2026.05 | 64.3 | 3 | |
| Log-NCDEAv. Time / 1000 Steps (s)=1321.7, Av. GPU mem (MB)=21772026.07 | 64.3 | 4 | |
| Log-NCDEInput Dropping Rate=30%2026.05 | 64.2 | 3.08 | |
| BD-SLiCEInput Dropping Rate=0%2026.05 | 64 | 2.33 | |
| BD-SLiCEAv. Time / 1000 Steps (s)=68.1, Av. GPU mem (MB)=23442026.07 | 64 | 3.2 | |
| BD-SLiCEInput Dropping Rate=30%2026.05 | 63.7 | 3 | |
| S5Input Dropping Rate=30%2026.05 | 63.4 | 3.25 | |
| D-DE-SLiCEAv. Time / 1000 Steps (s)=66.7, Av. GPU mem (MB)=23022026.07 | 63 | 5.7 | |
| Log-NCDEInput Dropping Rate=70%2026.05 | 62.7 | 4.67 | |
| BD-SLiCEInput Dropping Rate=70%2026.05 | 62.5 | 3.25 | |
| BD-SLiCEInput Dropping Rate=95%2026.05 | 62.5 | 2.83 | |
| WH-SLiCE2026.07 | 62.5 | 6.7 | |
| D-SLiCEInput Dropping Rate=70%2026.05 | 62.2 | 3.83 | |
| D-SLiCEInput Dropping Rate=95%2026.05 | 62.2 | 2.83 | |
| S6Input Dropping Rate=0%2026.05 | 62 | 5 | |
| DPLR-SLiCE2026.07 | 62 | 7 | |
| S6Av. Time / 1000 Steps (s)=20.1, Av. GPU mem (MB)=29382026.07 | 62 | 7.7 | |
| S5Input Dropping Rate=0%2026.05 | 61.8 | 4.67 | |
| S5Av. Time / 1000 Steps (s)=21.9, Av. GPU mem (MB)=33272026.07 | 61.8 | 8 | |
| S-SLiCE2026.07 | 61.8 | 8.2 | |
| LRUInput Dropping Rate=0%2026.05 | 61.7 | 4.5 | |
| D-SLiCEInput Dropping Rate=0%2026.05 | 61.7 | 4.5 | |
| D-SLiCEInput Dropping Rate=30%2026.05 | 61.7 | 3.83 | |
| D-SLiCEAv. Time / 1000 Steps (s)=11.0, Av. GPU mem (MB)=18752026.07 | 61.7 | 7.2 | |
| LRUAv. Time / 1000 Steps (s)=26.9, Av. GPU mem (MB)=43082026.07 | 61.7 | 7.3 | |
| DE-LNCDEAv. Time / 1000 Steps (s)=77.2, Av. GPU mem (MB)=127562026.07 | 61.6 | 8.3 | |
| S6Input Dropping Rate=70%2026.05 | 61.4 | 4 | |
| LRUInput Dropping Rate=70%2026.05 | 61 | 5 | |
| LRUInput Dropping Rate=30%2026.05 | 60.9 | 5.58 | |
| Log-NCDEInput Dropping Rate=95%2026.05 | 60.9 | 4.17 | |
| LRUInput Dropping Rate=95%2026.05 | 60.8 | 4.17 | |
| MambaInput Dropping Rate=70%2026.05 | 60.6 | 4 | |
| NRDEAv. Time / 1000 Steps (s)=3431, Av. GPU mem (MB)=28582026.07 | 60.6 | 10.3 | |
| NCDEInput Dropping Rate=0%2026.05 | 60.2 | 5.33 | |
| NCDEAv. Time / 1000 Steps (s)=6923, Av. GPU mem (MB)=19622026.07 | 60.2 | 8.8 | |
| S5Input Dropping Rate=70%2026.05 | 60.1 | 4.83 | |
| NCDEInput Dropping Rate=30%2026.05 | 59.6 | 5.92 | |
| MambaInput Dropping Rate=30%2026.05 | 59.5 | 4.83 | |
| S6Input Dropping Rate=95%2026.05 | 58.9 | 5.17 | |
| NCDEInput Dropping Rate=70%2026.05 | 58.9 | 6.42 | |
| NCDEInput Dropping Rate=95%2026.05 | 58.7 | 5.33 | |
| MambaInput Dropping Rate=0%2026.05 | 58.6 | 6.67 | |
| MambaAv. Time / 1000 Steps (s)=60.0, Av. GPU mem (MB)=45352026.07 | 58.6 | 10.8 | |
| S6Input Dropping Rate=30%2026.05 | 58.4 | 6.5 | |
| MambaInput Dropping Rate=95%2026.05 | 57.6 | 6.17 | |
| S5Input Dropping Rate=95%2026.05 | 56.7 | 5.33 |