Multi-temporal Semantic Segmentation (Crop Type) on Crop Type Mapping
57.92mIoUGAIR Debias
Evaluation results
| Method | Links | |
|---|---|---|
| GAIR DebiasEncoder=ViT-B/8, Protocol=Full Fine-tuning, Temporal Aggregation=L-TAE2025.03 | 57.92 | |
| GAIREncoder=ViT-B/8, Protocol=Full Fine-tuning, Temporal Aggregation=L-TAE2025.03 | 57.9 | |
| GAIR DebiasEncoder=ViT-B/8, Protocol=Full Fine-tuning, Temporal Aggregation=Linear2025.03 | 55.87 | |
| GAIR DebiasEncoder=ViT-B/8, Protocol=Fine-tuning Head, Temporal Aggregation=Linear2025.03 | 55.7 | |
| GAIREncoder=ViT-B/8, Protocol=Full Fine-tuning, Temporal Aggregation=Linear2025.03 | 55.66 | |
| GAIREncoder=ViT-B/8, Protocol=Fine-tuning Head, Temporal Aggregation=Linear2025.03 | 55.53 | |
| GAIR DebiasEncoder=ViT-B/8, Protocol=Fine-tuning Head, Temporal Aggregation=L-TAE2025.03 | 54.51 | |
| GAIREncoder=ViT-B/8, Protocol=Fine-tuning Head, Temporal Aggregation=L-TAE2025.03 | 54.01 | |
| DOFAEncoder=ViT-B/16, Protocol=Fine-tuning Head, Temporal Aggregation=L-TAE2025.03 | 51.33 | |
| DOFAEncoder=ViT-B/16, Protocol=Full Fine-tuning, Temporal Aggregation=Linear2025.03 | 51 | |
| DOFAEncoder=ViT-B/16, Protocol=Fine-tuning Head, Temporal Aggregation=Linear2025.03 | 49.81 | |
| CROMAEncoder=ViT-L/8, Protocol=Fine-tuning Head, Temporal Aggregation=L-TAE2025.03 | 49.38 | |
| CROMAEncoder=ViT-L/8, Protocol=Fine-tuning Head, Temporal Aggregation=Linear2025.03 | 47.02 | |
| DOFAEncoder=ViT-B/16, Protocol=Full Fine-tuning, Temporal Aggregation=L-TAE2025.03 | 46.67 | |
| CROMAEncoder=ViT-L/8, Protocol=Full Fine-tuning, Temporal Aggregation=Linear2025.03 | 41.15 | |
| CROMAEncoder=ViT-L/8, Protocol=Full Fine-tuning, Temporal Aggregation=L-TAE2025.03 | 32.11 |