Unsupervised Domain Adaptation on SIM10K to Cityscapes
Metric: mAP@0.5 (higher is better)
Metric: mAP@0.5 (higher is better)
| # | Model↕ | mAP@0.5▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ALDI++ | 77.8 | No | Align and Distill: Unifying and Improving Domain... | 2024-03-18 | Code |
| 2 | ALDI-YOLO | 75 | No | Align and Distill: Unifying and Improving Domain... | 2024-03-18 | Code |
| 3 | MIC(ALDI frame) | 73.1 | No | Align and Distill: Unifying and Improving Domain... | 2024-03-18 | Code |
| 4 | AT(ALDI frame) | 72 | No | Align and Distill: Unifying and Improving Domain... | 2024-03-18 | Code |
| 5 | SADA(ALDI frame) | 71.8 | No | Align and Distill: Unifying and Improving Domain... | 2024-03-18 | Code |
| 6 | PT(ALDI frame) | 70.6 | No | Align and Distill: Unifying and Improving Domain... | 2024-03-18 | Code |
| 7 | RT-DATR(real-time, 640x640) | 67.2 | No | RT-DATR:Real-time Unsupervised Domain Adaptive D... | 2025-04-12 | Code |
| 8 | DDT | 64 | No | Diffusion Domain Teacher: Diffusion Guided Domai... | 2025-06-04 | Code |
| 9 | MRT | 62 | No | - | - | Code |
| 10 | MILA | 57.4 | No | MILA: Memory-Based Instance-Level Adaptation for... | 2023-09-03 | Code |
| 11 | AWADA | 54.1 | No | AWADA: Attention-Weighted Adversarial Domain Ada... | 2022-08-31 | - |
| 12 | ILLUME | 53.1 | No | - | - | Code |
| 13 | ViSGA | 52.1 | No | Seeking Similarities over Differences: Similarit... | 2021-10-04 | Code |