Semantic Segmentation on GTA5 to Cityscapes (Adaptation Time)
1.28Adaptation TimeULDA*
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ULDA*Hardware=single NVIDIA RTX 4090 GPU, Sampling Strategy=removes the sampling process and utilizes all source images2025.07 | 1.28 | 204.47 | 25.3 | |
| ULDAsHardware=single NVIDIA RTX 4090 GPU, Sampling Strategy=sampling-based approach2025.07 | 1.71 | 27.32 | 6.09 | |
| PODAHardware=single NVIDIA RTX 4090 GPU2025.07 | 2.72 | 4.35 | 3.03 | |
| SIDAHardware=single NVIDIA RTX 4090 GPU2025.07 | 6.26 | — | 1.47 |