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SOTA
Semi Supervised Object Detection
Semi Supervised Object Detection On Coco 10
Semi Supervised Object Detection On Coco 10
평가 지표
detector
평가 결과
이 벤치마크에서 각 모델의 성능 결과
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모델 이름
detector
Paper Title
Repository
Semi-DETR
FCOS-Res50
Ambiguity-Resistant Semi-Supervised Learning for Dense Object Detection
Humble teacher
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Humble Teachers Teach Better Students for Semi-Supervised Object Detection
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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
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MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection
SSOD with OCL and RUPL
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Semi-Supervised Object Detection with Object-wise Contrastive Learning and Regression Uncertainty
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DETReg
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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
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Semi-Supervised Object Detection with Adaptive Class-Rebalancing Self-Training
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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
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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
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Semi-DETR
DINO-Res50
Semi-DETR: Semi-Supervised Object Detection with Detection Transformers
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