Metric: mAP (higher is better)
| # | Model↕ | mAP▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | UniFa | 26 | No | - | - | - |
| 2 | SeeDS | 20.6 | No | SeeDS: Semantic Separable Diffusion Synthesizer ... | 2023-10-07 | Code |
| 3 | ZSD-SCR | 20.1 | No | Resolving Semantic Confusions for Improved Zero-... | 2022-12-12 | Code |
| 4 | ZSD-RRFS | 19.8 | No | Robust Region Feature Synthesizer for Zero-Shot ... | 2022-01-01 | Code |
| 5 | ContrastZSD | 18.6 | No | Semantics-Guided Contrastive Network for Zero-Sh... | 2021-09-04 | - |
| 6 | SUZOD | 17.3 | No | Synthesizing the Unseen for Zero-shot Object Det... | 2020-10-19 | Code |
| 7 | GRAN | 14.9 | No | - | - | Code |
| 8 | BLC | 14.7 | No | Background Learnable Cascade for Zero-Shot Objec... | 2020-10-09 | Code |
| 9 | ZSD-Polarity Loss | 12.62 | No | Polarity Loss for Zero-shot Object Detection | 2018-11-22 | Code |