Semi Supervised Object Detection On Coco 10

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detector

Ergebnisse

Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

Modellname	detector	Paper Title	Repository
Semi-DETR	FCOS-Res50	Ambiguity-Resistant Semi-Supervised Learning for Dense Object Detection
Humble teacher	-	Humble Teachers Teach Better Students for Semi-Supervised Object Detection	-
MixTeacher-FCOS	FCOS-Res50	MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection
Dense Teacher	FCOS-Res50	Dense Teacher: Dense Pseudo-Labels for Semi-supervised Object Detection
MixTeacher-FRCNN	FRCNN-Res50	MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object Detection
MixPL	DINO-Res50	Mixed Pseudo Labels for Semi-Supervised Object Detection
PseCo	FasterRCNN-Res50	PseCo: Pseudo Labeling and Consistency Training for Semi-Supervised Object Detection
Unbiased Teacher	-	Unbiased Teacher for Semi-Supervised Object Detection
MUM	-	MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection
SSOD with OCL and RUPL	-	Semi-Supervised Object Detection with Object-wise Contrastive Learning and Regression Uncertainty	-
DETReg	-	DETReg: Unsupervised Pretraining with Region Priors for Object Detection
Consistent-Teacher	RetinaNet-Res50	Consistent-Teacher: Towards Reducing Inconsistent Pseudo-targets in Semi-supervised Object Detection
Adaptive Class-Rebalancing	-	Semi-Supervised Object Detection with Adaptive Class-Rebalancing Self-Training	-
Efficient Teacher	YOLOv5-L	Efficient Teacher: Semi-Supervised Object Detection for YOLOv5
ASTOD	-	Adaptive Self-Training for Object Detection
VC	FasterRCNN-Res50	Semi-supervised Object Detection via Virtual Category Learning
STAC	-	A Simple Semi-Supervised Learning Framework for Object Detection
Soft Teacher	FasterRCNN-Res50	End-to-End Semi-Supervised Object Detection with Soft Teacher
Revisiting Class Imbalance	FasterRCNN-Res50	Revisiting Class Imbalance for End-to-end Semi-Supervised Object Detection	-
Semi-DETR	DINO-Res50	Semi-DETR: Semi-Supervised Object Detection with Detection Transformers

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