Time Series Classification on Sen4Map (test)
75.8Overall AccuracyBaseline with LoRA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Baseline with LoRAModel=300M, Params (M)=306.31, Train (M)=2.41, Time (min)=930.42±257.38, Mem (GB)=53.60±2.04, FLOPs (G)=240.38, Thr. (img/s)=3.79±0.09, Inf (s)=26.40±0.652026.03 | 75.8 | 65.1 | 66.9 | 70.1 | |
| BaselineModel=300M, Params (M)=303.90, Train (M)=303.90, Time (min)=133.81±8.48, Mem (GB)=75.72±2.88, FLOPs (G)=238.49, Thr. (img/s)=4.72±0.00, Inf (s)=21.16±0.012026.03 | 75.4 | 65 | 66.6 | 69.7 | |
| SIMPLER with LoRAModel=300M, Params (M)=90.50, Train (M)=0.74, Time (min)=398.17±40.71, Mem (GB)=17.72±0.56, FLOPs (G)=71.01, Thr. (img/s)=12.32±0.08, Inf (s)=8.12±0.052026.03 | 73.9 | 61.5 | 63.8 | 67.6 | |
| SIMPLERModel=300M, Params (M)=89.76, Train (M)=89.76, Time (min)=55.62±3.83, Mem (GB)=23.28±1.08, FLOPs (G)=70.44, Thr. (img/s)=15.55±0.03, Inf (s)=6.43±0.012026.03 | 73.6 | 61.8 | 63.8 | 67.4 |