ML Research Wiki / Benchmarks / Semi-Supervised Object Detection / COCO 10% labeled data

COCO 10% labeled data

Semi-Supervised Object Detection Benchmark

Performance Over Time

📊 Showing 27 results | 📏 Metric: mAP

Top Performing Models

Rank Model Paper mAP Date Code
1 MixPL Mixed Pseudo Labels for Semi-Supervised Object Detection 44.60 2023-12-12 📦 czm369/mixpl
2 Semi-DETR Semi-DETR: Semi-Supervised Object Detection with Detection Transformers 43.50 2023-07-16 📦 PaddlePaddle/PaddleDetection 📦 PaddlePaddle/PaddleDetection 📦 JCZ404/Semi-DETR
3 Consistent-Teacher Consistent-Teacher: Towards Reducing Inconsistent Pseudo-targets in Semi-supervised Object Detection 40.00 2022-09-04 📦 adamdad/consistentteacher
4 ARSL Ambiguity-Resistant Semi-Supervised Learning for Dense Object Detection 38.50 2023-03-27 📦 PaddlePaddle/PaddleDetection
5 Efficient Teacher Efficient Teacher: Semi-Supervised Object Detection for YOLOv5 37.90 2023-02-15 📦 modelscope/modelscope 📦 AlibabaResearch/efficientteacher 📦 Mind23-2/MindCode-128 📦 Mind23-2/MindCode-93
6 Revisiting Class Imbalance Revisiting Class Imbalance for End-to-end Semi-Supervised Object Detection 37.40 2023-06-04 -
7 Dense Teacher Dense Teacher: Dense Pseudo-Labels for Semi-supervised Object Detection 37.13 2022-07-06 📦 PaddlePaddle/PaddleDetection 📦 megvii-basedetection/denseteacher
8 MixTeacher-FCOS MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection 36.95 2023-03-16 📦 lliuz/mixteacher
9 MixTeacher-FRCNN MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection 36.72 2023-03-16 📦 lliuz/mixteacher
10 PseCo PseCo: Pseudo Labeling and Consistency Training for Semi-Supervised Object Detection 36.06 2022-03-30 📦 ligang-cs/PseCo

All Papers (27)