Metric: Novel mAP (higher is better)
| # | Model↕ | Novel mAP▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Cooperative Foundational Models | 17.42 | No | Enhancing Novel Object Detection via Cooperative... | 2023-11-19 | Code |
| 2 | RNCDL | 5.42 | No | Learning to Discover and Detect Objects | 2022-10-19 | Code |
| 3 | UNO Fini et al. (2021)++ | 0.61 | No | A Unified Objective for Novel Class Discovery | 2021-08-19 | Code |
| 4 | ORCA Cao et al. (2022) | 0.49 | No | Open-World Semi-Supervised Learning | 2021-02-06 | Code |
| 5 | Weng et al. Weng et al. (2021)* | 0.27 | No | Unsupervised Discovery of the Long-Tail in Insta... | 2021-04-02 | - |