Class-Incremental Semantic Segmentation on iSAID
57.4mIoU (all classes)ProtoFlow
Evaluation results
| Method | Links | |
|---|---|---|
| ProtoFlowBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 57.4 | |
| Joint (oracle)Backbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 57 | |
| MiRBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 56.1 | |
| GSMF-RS-DILBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 55.9 | |
| CoGaMiDBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 55.8 | |
| STCL-DRNetBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 55.6 | |
| MiSSNetBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 55 | |
| APRBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 54.7 | |
| LAGBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 54 | |
| DKDBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 52.9 | |
| MiBBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 51.7 | |
| Fine-tuneBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 45.3 |