| Paper | Code | All mAP | Known mAP | Novel mAP | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|
| The Detector Teaches Itself: Lightweight Self-Supervised Adaptation for Open-Vocabulary Object Detection | 20.37 | 45.82 | 17.68 | DAT | 2026-05-05 | |
| Enhancing Novel Object Detection via Cooperative Foundational Models | ✓ Link | 19.33 | 42.08 | 17.42 | Cooperative Foundational Models | 2023-11-19 |
| Learning to Discover and Detect Objects | ✓ Link | 6.92 | 25.00 | 5.42 | RNCDL | 2022-10-19 |
| A Unified Objective for Novel Class Discovery | ✓ Link | 2.18 | 21.09 | 0.61 | UNO Fini et al. (2021)++ | 2021-08-19 |
| Open-World Semi-Supervised Learning | ✓ Link | 2.03 | 20.57 | 0.49 | ORCA Cao et al. (2022) | 2021-02-06 |
| Unsupervised Discovery of the Long-Tail in Instance Segmentation Using Hierarchical Self-Supervision | 1.62 | 17.85 | 0.27 | Weng et al. Weng et al. (2021)* | 2021-04-02 |