Metric: mPC [AP50] (higher is better)
| # | Model↕ | mPC [AP50]▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | GDD (SD-1.5 Backbone) | 40.5 | No | Generalized Diffusion Detector: Mining Robust Fe... | 2025-03-03 | Code |
| 2 | GDD (R101, Faster RCNN) | 38.1 | No | Generalized Diffusion Detector: Mining Robust Fe... | 2025-03-03 | Code |
| 3 | PhysAug | 37.5 | No | PhysAug: A Physical-guided and Frequency-based D... | 2024-12-16 | Code |
| 4 | VLTDet | 36.9 | No | Strong but simple: A Baseline for Domain General... | 2023-12-04 | Code |
| 5 | OA-DG | 31.8 | No | Object-Aware Domain Generalization for Object De... | 2023-12-19 | Code |
| 6 | SRCD | 29.6 | No | SRCD: Semantic Reasoning with Compound Domains f... | 2023-07-04 | - |
| 7 | CDSD | 28.7 | No | - | - | Code |
| 8 | SHADE | 28.4 | No | Style-Hallucinated Dual Consistency Learning for... | 2022-04-06 | Code |
| 9 | ISW | 26.3 | No | RobustNet: Improving Domain Generalization in Ur... | 2021-03-29 | Code |
| 10 | SW | 26.1 | No | Switchable Whitening for Deep Representation Lea... | 2019-04-22 | Code |
| 11 | IBN-Net | 25.5 | No | Two at Once: Enhancing Learning and Generalizati... | 2018-07-25 | Code |
| 12 | IterNorm | 23.4 | No | Iterative Normalization: Beyond Standardization ... | 2019-04-06 | Code |