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Semi Supervised Object Detection On Coco 1

评估指标

mAP

评测结果

各个模型在此基准测试上的表现结果

Paper TitleRepository
MixPL31.7Mixed Pseudo Labels for Semi-Supervised Object Detection
Semi-DETR30.50±0.30Semi-DETR: Semi-Supervised Object Detection with Detection Transformers
Unbiased Teacher v226.07±0.36Unbiased Teacher v2: Semi-supervised Object Detection for Anchor-free and Anchor-based Detectors
Adaptive Class-Rebalancing26.07±0.46Semi-Supervised Object Detection with Adaptive Class-Rebalancing Self-Training-
Consistent-Teacher25.5Consistent-Teacher: Towards Reducing Inconsistent Pseudo-targets in Semi-supervised Object Detection
ARSL25.36Ambiguity-Resistant Semi-Supervised Learning for Dense Object Detection
MixTeacher-FRCNN25.16MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection
VC23.86Semi-supervised Object Detection via Virtual Category Learning
MixTeacher-FCOS23.83MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection
Efficient Teacher23.76Efficient Teacher: Semi-Supervised Object Detection for YOLOv5
Polishing Teacher23.55±0.25Mind the Gap: Polishing Pseudo labels for Accurate Semi-supervised Object Detection
PseCo22.43PseCo: Pseudo Labeling and Consistency Training for Semi-Supervised Object Detection
MUM21.88MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection
SSOD with OCL and RUPL21.63Semi-Supervised Object Detection with Object-wise Contrastive Learning and Regression Uncertainty-
Unbiased Teacher20.75± 0.12Unbiased Teacher for Semi-Supervised Object Detection
Soft Teacher + Swin-L(HTC++, multi-scale)20.46End-to-End Semi-Supervised Object Detection with Soft Teacher
ASTOD19.47Adaptive Self-Training for Object Detection
RPL19.02 ± 0.25Rethinking Pseudo Labels for Semi-Supervised Object Detection-
Omni-DETR18.6Omni-DETR: Omni-Supervised Object Detection with Transformers
Instant Teaching18.05Instant-Teaching: An End-to-End Semi-Supervised Object Detection Framework
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Semi Supervised Object Detection On Coco 1 | SOTA | HyperAI超神经