Semantic Segmentation on French Land Parcel Identification System (PASTIS) (one fold of ~490 sequences)
83.2Overall AccuracyU-TAE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| U-TAE# parameters=1087k, Inference Time (s)=25.72021.07 | 83.2 | 63.1 | |
| Mean Attention (U-TAE Ablation)# parameters=1087k, Inference Time (s)=24.82021.07 | 82.8 | 60.1 | |
| Skip Mean + Conv (U-TAE Ablation)# parameters=1087k, Inference Time (s)=24.52021.07 | 82.4 | 58.9 | |
| U-ConvLSTM# parameters=1508k, Inference Time (s)=28.32021.07 | 82.1 | 57.8 | |
| Skip Mean (U-TAE Ablation)# parameters=1074k, Inference Time (s)=24.52021.07 | 82 | 58.3 | |
| U-BiConvLSTM# parameters=1434k, Inference Time (s)=32.72021.07 | 81.8 | 55.9 | |
| FPN-ConvLSTM# parameters=1261k, Inference Time (s)=103.62021.07 | 81.6 | 57.1 | |
| 3D-Unet# parameters=1554k, Inference Time (s)=29.52021.07 | 81.3 | 58.4 | |
| ConvGRU# parameters=1040k, Inference Time (s)=49.02021.07 | 79.8 | 54.2 | |
| ConvLSTM# parameters=1010k, Inference Time (s)=49.12021.07 | 77.9 | 49.1 | |
| BatchNorm (U-TAE Ablation)# parameters=1087k, Inference Time (s)=22.32021.07 | 71.9 | 36 | |
| Single Date (August)# parameters=1004k, Inference Time (s)=1.32021.07 | 65.6 | 28.3 | |
| Single Date (May)# parameters=1004k, Inference Time (s)=1.32021.07 | 58.1 | 20.6 |