| Mixed Pseudo Labels for Semi-Supervised Object Detection | ✓ Link | 44.6 | DINO-Res50 | MixPL | 2023-12-12 |
| Semi-DETR: Semi-Supervised Object Detection with Detection Transformers | ✓ Link | 43.5 | DINO-Res50 | Semi-DETR | 2023-07-16 |
| Consistent-Teacher: Towards Reducing Inconsistent Pseudo-targets in Semi-supervised Object Detection | ✓ Link | 40.0 | RetinaNet-Res50 | Consistent-Teacher | 2022-09-04 |
| Ambiguity-Resistant Semi-Supervised Learning for Dense Object Detection | ✓ Link | 38.5 | FCOS-Res50 | ARSL | 2023-03-27 |
| Efficient Teacher: Semi-Supervised Object Detection for YOLOv5 | ✓ Link | 37.9 | YOLOv5-L | Efficient Teacher | 2023-02-15 |
| Revisiting Class Imbalance for End-to-end Semi-Supervised Object Detection | | 37.4 | FasterRCNN-Res50 | Revisiting Class Imbalance | 2023-06-04 |
| Dense Teacher: Dense Pseudo-Labels for Semi-supervised Object Detection | ✓ Link | 37.13 | FCOS-Res50 | Dense Teacher | 2022-07-06 |
| MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection | ✓ Link | 36.95 | FCOS-Res50 | MixTeacher-FCOS | 2023-03-16 |
| MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection | ✓ Link | 36.72 | FRCNN-Res50 | MixTeacher-FRCNN | 2023-03-16 |
| PseCo: Pseudo Labeling and Consistency Training for Semi-Supervised Object Detection | ✓ Link | 36.06 | FasterRCNN-Res50 | PseCo | 2022-03-30 |
| Mind the Gap: Polishing Pseudo labels for Accurate Semi-supervised Object Detection | ✓ Link | 35.30±0.15 | FasterRCNN-Res50 | Polishing Teacher | 2022-07-17 |
| Unbiased Teacher v2: Semi-supervised Object Detection for Anchor-free and Anchor-based Detectors | ✓ Link | 35.08±0.02 | FCOS-Res50 | Unbiased Teacher v2 | 2022-06-19 |
| Semi-Supervised Object Detection with Adaptive Class-Rebalancing Self-Training | | 34.92±0.22 | | Adaptive Class-Rebalancing | 2021-07-11 |
| Semi-supervised Object Detection via Virtual Category Learning | ✓ Link | 34.82 | FasterRCNN-Res50 | VC | 2022-07-07 |
| Adaptive Self-Training for Object Detection | ✓ Link | 34.58 | | ASTOD | 2022-12-07 |
| Omni-DETR: Omni-Supervised Object Detection with Transformers | ✓ Link | 34.1 | | Omni-DETR | 2022-03-30 |
| End-to-End Semi-Supervised Object Detection with Soft Teacher | ✓ Link | 34.04 | FasterRCNN-Res50 | Soft Teacher | 2021-06-16 |
| Semi-Supervised Object Detection with Object-wise Contrastive Learning and Regression Uncertainty | | 33.53 | | SSOD with OCL and RUPL | 2022-12-06 |
| Rethinking Pseudo Labels for Semi-Supervised Object Detection | | 32.23± 0.14 | | RPL | 2021-06-01 |
| Improving Localization for Semi-Supervised Object Detection | ✓ Link | 32.166 | | Il-net (resnet-50) | 2022-06-21 |
| MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection | ✓ Link | 31.87 | | MUM | 2021-11-22 |
| Humble Teachers Teach Better Students for Semi-Supervised Object Detection | | 31.61 | | Humble teacher | 2021-06-19 |
| Unbiased Teacher for Semi-Supervised Object Detection | ✓ Link | 31.5± 0.10 | | Unbiased Teacher | 2021-02-18 |
| Instant-Teaching: An End-to-End Semi-Supervised Object Detection Framework | ✓ Link | 30.40 | | Instant Teaching | 2021-03-21 |
| DETReg: Unsupervised Pretraining with Region Priors for Object Detection | ✓ Link | 29.12±0.2 | | DETReg | 2021-06-08 |
| A Simple Semi-Supervised Learning Framework for Object Detection | ✓ Link | 28.64±0.21 | | STAC | 2020-05-10 |
| Ambiguity-Resistant Semi-Supervised Learning for Dense Object Detection | ✓ Link | | FCOS-Res50 | Semi-DETR | 2023-03-27 |