Object-based classification on Annotated benchmark of agricultural parcels
94.2OAPSE+TAE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PSE+TAETraining (s/epoch)=158, Inference (s/dataset)=149, Disk Size (Gb)=28.6 / 12.32019.11 | 94.2 | 50.9 | |
| CNN+GRUTraining (s/epoch)=656, Inference (s/dataset)=633, Disk Size (Gb)=98.12019.11 | 93.8 | 48.1 | |
| CNN+TempCNNTraining (s/epoch)=635, Inference (s/dataset)=608, Disk Size (Gb)=98.12019.11 | 93.3 | 47.5 | |
| TransformerTraining (s/epoch)=13, Inference (s/dataset)=420 + 4, Disk Size (Gb)=28.6 / 0.222019.11 | 93 | 46.3 | |
| ConvLSTMTraining (s/epoch)=1283, Inference (s/dataset)=666, Disk Size (Gb)=98.12019.11 | 92.5 | 42.1 | |
| Random ForestTraining (s/epoch)=293, Inference (s/dataset)=420 + 4, Disk Size (Gb)=28.6 / 0.442019.11 | 91.6 | 32.5 |