Class-Incremental Semantic Segmentation on GCSS
60.9mIoU (All Classes)ProtoFlow
Evaluation results
| Method | Links | |
|---|---|---|
| ProtoFlowBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 60.9 | |
| Joint (oracle)Backbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 60.2 | |
| MiRBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 59.3 | |
| GSMF-RS-DILBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 59.1 | |
| STCL-DRNetBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 58.7 | |
| CoGaMiDBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 58.3 | |
| MiSSNetBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 58 | |
| APRBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 57.6 | |
| LAGBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 56.9 | |
| DKDBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 55.5 | |
| MiBBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 54.2 | |
| Fine-tuneBackbone=HRNet-W48, Pre-training=ImageNet-1K2026.04 | 47.8 |