| Mixed Pseudo Labels for Semi-Supervised Object Detection | ✓ Link | 31.7 | MixPL | 2023-12-12 |
| Semi-DETR: Semi-Supervised Object Detection with Detection Transformers | ✓ Link | 30.50±0.30 | Semi-DETR | 2023-07-16 |
| Semi-Supervised Object Detection with Adaptive Class-Rebalancing Self-Training | | 26.07±0.46 | Adaptive Class-Rebalancing | 2021-07-11 |
| Unbiased Teacher v2: Semi-supervised Object Detection for Anchor-free and Anchor-based Detectors | ✓ Link | 26.07±0.36 | Unbiased Teacher v2 | 2022-06-19 |
| Consistent-Teacher: Towards Reducing Inconsistent Pseudo-targets in Semi-supervised Object Detection | ✓ Link | 25.5 | Consistent-Teacher | 2022-09-04 |
| Ambiguity-Resistant Semi-Supervised Learning for Dense Object Detection | ✓ Link | 25.36 | ARSL | 2023-03-27 |
| MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection | ✓ Link | 25.16 | MixTeacher-FRCNN | 2023-03-16 |
| Semi-supervised Object Detection via Virtual Category Learning | ✓ Link | 23.86 | VC | 2022-07-07 |
| MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection | ✓ Link | 23.83 | MixTeacher-FCOS | 2023-03-16 |
| Efficient Teacher: Semi-Supervised Object Detection for YOLOv5 | ✓ Link | 23.76 | Efficient Teacher | 2023-02-15 |
| Mind the Gap: Polishing Pseudo labels for Accurate Semi-supervised Object Detection | ✓ Link | 23.55±0.25 | Polishing Teacher | 2022-07-17 |
| PseCo: Pseudo Labeling and Consistency Training for Semi-Supervised Object Detection | ✓ Link | 22.43 | PseCo | 2022-03-30 |
| MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection | ✓ Link | 21.88 | MUM | 2021-11-22 |
| Semi-Supervised Object Detection with Object-wise Contrastive Learning and Regression Uncertainty | | 21.63 | SSOD with OCL and RUPL | 2022-12-06 |
| Unbiased Teacher for Semi-Supervised Object Detection | ✓ Link | 20.75± 0.12 | Unbiased Teacher | 2021-02-18 |
| End-to-End Semi-Supervised Object Detection with Soft Teacher | ✓ Link | 20.46 | Soft Teacher + Swin-L(HTC++, multi-scale) | 2021-06-16 |
| Adaptive Self-Training for Object Detection | ✓ Link | 19.47 | ASTOD | 2022-12-07 |
| Rethinking Pseudo Labels for Semi-Supervised Object Detection | | 19.02 ± 0.25 | RPL | 2021-06-01 |
| Omni-DETR: Omni-Supervised Object Detection with Transformers | ✓ Link | 18.6 | Omni-DETR | 2022-03-30 |
| Instant-Teaching: An End-to-End Semi-Supervised Object Detection Framework | ✓ Link | 18.05 | Instant Teaching | 2021-03-21 |
| DETReg: Unsupervised Pretraining with Region Priors for Object Detection | ✓ Link | 14.58 ± 0.3 | DETReg | 2021-06-08 |
| A Simple Semi-Supervised Learning Framework for Object Detection | ✓ Link | 13.97±0.35 | STAC | 2020-05-10 |