OpenCodePapers

semi-supervised-object-detection-on-coco-2

2D Object DetectionSemi-Supervised Object Detection
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PaperCodemAPModelNameReleaseDate
Mixed Pseudo Labels for Semi-Supervised Object Detection✓ Link34.7MixPL2023-12-12
Consistent-Teacher: Towards Reducing Inconsistent Pseudo-targets in Semi-supervised Object Detection✓ Link30.7Consistent-Teacher2022-09-04
MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection✓ Link29.11MixTeacher-FRCNN2023-03-16
Ambiguity-Resistant Semi-Supervised Learning for Dense Object Detection✓ Link29.08ARSL2023-03-27
Efficient Teacher: Semi-Supervised Object Detection for YOLOv5✓ Link28.7Efficient Teacher2023-02-15
Semi-Supervised Object Detection with Adaptive Class-Rebalancing Self-Training28.69±0.17Adaptive Class-Rebalancing2021-07-11
Unbiased Teacher v2: Semi-supervised Object Detection for Anchor-free and Anchor-based Detectors✓ Link28.37±0.03Unbiased Teacher v22022-06-19
MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection✓ Link27.88MixTeacher-FCOS2023-03-16
PseCo: Pseudo Labeling and Consistency Training for Semi-Supervised Object Detection✓ Link27.77PseCo2022-03-30
Semi-supervised Object Detection via Virtual Category Learning✓ Link27.70VC2022-07-07
Adaptive Self-Training for Object Detection✓ Link24.85ASTOD2022-12-07
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection✓ Link24.84MUM2021-11-22
Rethinking Pseudo Labels for Semi-Supervised Object Detection23.34± 0.18RPL2021-06-01
Omni-DETR: Omni-Supervised Object Detection with Transformers✓ Link23.2Omni-DETR2022-03-30
Instant-Teaching: An End-to-End Semi-Supervised Object Detection Framework✓ Link22.45Instant Teaching2021-03-21
DETReg: Unsupervised Pretraining with Region Priors for Object Detection✓ Link18.69±0.2DETReg2021-06-08
A Simple Semi-Supervised Learning Framework for Object Detection✓ Link18.25±0.25STAC2020-05-10
Consistency-based Semi-supervised Learning for Object detection✓ Link13.93CSD2019-12-01
Unbiased Teacher for Semi-Supervised Object Detection✓ Link24.324.30 ± 0.07Unbiased Teacher2021-02-18
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