SOTAVerified

Semi-Supervised Object Detection

Semi-supervised object detection uses both labeled data and unlabeled data for training. It not only reduces the annotation burden for training high-performance object detectors but also further improves the object detector by using a large number of unlabeled data.

Papers

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Showing 1–50 of 115 papers

TitleStatusHype
SOOD++: Leveraging Unlabeled Data to Boost Oriented Object DetectionCode2
Efficient Teacher: Semi-Supervised Object Detection for YOLOv5Code2
Consistent-Teacher: Towards Reducing Inconsistent Pseudo-targets in Semi-supervised Object DetectionCode2
Semi-Supervised Object Detection with Uncurated Unlabeled Data for Remote Sensing ImagesCode1
Dense Learning based Semi-Supervised Object DetectionCode1
Label Matching Semi-Supervised Object DetectionCode1
Unbiased Teacher for Semi-Supervised Object DetectionCode1
PseCo: Pseudo Labeling and Consistency Training for Semi-Supervised Object DetectionCode1
SIOD: Single Instance Annotated Per Category Per Image for Object DetectionCode1
Towards End-to-end Semi-supervised Learning for One-stage Object DetectionCode1
CrossRectify: Leveraging Disagreement for Semi-supervised Object DetectionCode1
Adaptive Self-Training for Object DetectionCode1
LEOD: Label-Efficient Object Detection for Event CamerasCode1
DTG-SSOD: Dense Teacher Guidance for Semi-Supervised Object DetectionCode1
Navigating Data Heterogeneity in Federated Learning A Semi-Supervised Federated Object DetectionCode1
End-to-End Semi-Supervised Object Detection with Soft TeacherCode1
Group R-CNN for Weakly Semi-supervised Object Detection with PointsCode1
Points as Queries: Weakly Semi-supervised Object Detection by PointsCode1
Semi-supervised Object Detection via Virtual Category LearningCode1
SimLTD: Simple Supervised and Semi-Supervised Long-Tailed Object DetectionCode1
SOOD: Towards Semi-Supervised Oriented Object DetectionCode1
Temporal Self-Ensembling Teacher for Semi-Supervised Object DetectionCode1
MUM: Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object DetectionCode1
Density Crop-guided Semi-supervised Object Detection in Aerial ImagesCode1
MUM : Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object DetectionCode1
DetMatch: Two Teachers are Better Than One for Joint 2D and 3D Semi-Supervised Object DetectionCode1
DETReg: Unsupervised Pretraining with Region Priors for Object DetectionCode1
Diffusion-SS3D: Diffusion Model for Semi-supervised 3D Object DetectionCode1
A Simple Semi-Supervised Learning Framework for Object DetectionCode1
Learning Object-level Point Augmentor for Semi-supervised 3D Object DetectionCode1
Omni-DETR: Omni-Supervised Object Detection with TransformersCode1
Semi-DETR: Semi-Supervised Object Detection with Detection TransformersCode1
Exploiting Unlabeled Data with Vision and Language Models for Object DetectionCode1
Mixed Pseudo Labels for Semi-Supervised Object DetectionCode1
Unbiased Teacher v2: Semi-supervised Object Detection for Anchor-free and Anchor-based DetectorsCode1
Hierarchical Supervision and Shuffle Data Augmentation for 3D Semi-Supervised Object DetectionCode1
Active Teacher for Semi-Supervised Object DetectionCode1
MixTeacher: Mining Promising Labels with Mixed Scale Teacher for Semi-Supervised Object DetectionCode1
Multi-clue Consistency Learning to Bridge Gaps Between General and Oriented Object in Semi-supervised DetectionCode1
Instant-Teaching: An End-to-End Semi-Supervised Object Detection FrameworkCode1
Dual-Curriculum Teacher for Domain-Inconsistent Object Detection in Autonomous Driving—0
Collaboration of Teachers for Semi-supervised Object Detection—0
Co-Learning: Towards Semi-Supervised Object Detection with Road-side Cameras—0
A Semi-supervised Object Detection Algorithm for Underwater Imagery—0
Detection of Thermal Events by Semi-Supervised Learning for Tokamak First Wall Safety—0
ClipGrader: Leveraging Vision-Language Models for Robust Label Quality Assessment in Object Detection—0
Low-Confidence Samples Mining for Semi-supervised Object Detection—0
Class-balanced Open-set Semi-supervised Object Detection for Medical Images—0
Applying the Lower-Biased Teacher Model in Semi-Supervised Object Detection—0
Lesion Localization in OCT by Semi-Supervised Object Detection—0
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All datasetsCOCO 10% labeled dataCOCO 5% labeled dataCOCO 1% labeled dataCOCO 100% labeled dataCOCO 2% labeled dataCOCO 0.5% labeled dataCOCO

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MixPLmAP44.6—Unverified
2Semi-DETRmAP43.5—Unverified
3Consistent-TeachermAP40—Unverified
4ARSLmAP38.5—Unverified
5Efficient TeachermAP37.9—Unverified
6Revisiting Class ImbalancemAP37.4—Unverified
7Dense TeachermAP37.13—Unverified
8MixTeacher-FCOSmAP36.95—Unverified
9MixTeacher-FRCNNmAP36.72—Unverified
10PseComAP36.06—Unverified
#ModelMetricClaimedVerifiedStatus
1Semi-DETRmAP40.1—Unverified
2MixPLmAP40.1—Unverified
3ARSLmAP34.45—Unverified
4Efficient TeachermAP34.11—Unverified
5MixTeacher-FRCNNmAP34.06—Unverified
6MixTeacher-FCOSmAP33.42—Unverified
7Dense TeachermAP33.01—Unverified
8PseComAP32.5—Unverified
9Revisiting Class ImbalancemAP32.21—Unverified
10VCmAP32.05—Unverified
#ModelMetricClaimedVerifiedStatus
1MixPLmAP31.7—Unverified
2Consistent-TeachermAP25.5—Unverified
3ARSLmAP25.36—Unverified
4MixTeacher-FRCNNmAP25.16—Unverified
5VCmAP23.86—Unverified
6MixTeacher-FCOSmAP23.83—Unverified
7Efficient TeachermAP23.76—Unverified
8PseComAP22.43—Unverified
9MUMmAP21.88—Unverified
10SSOD with OCL and RUPLmAP21.63—Unverified
#ModelMetricClaimedVerifiedStatus
1MixPLmAP55.2—Unverified
2Semi-DETRmAP50.5—Unverified
3Consistent-TeachermAP48.2—Unverified
4Dense TeachermAP46.2—Unverified
5PseComAP46.1—Unverified
6Soft TeachermAP44.9—Unverified
7Revisiting Class ImbalancemAP44—Unverified
8RPLmAP43.3—Unverified
9Adaptive Class-RebalancingmAP42.79—Unverified
10MUMmAP42.11—Unverified
#ModelMetricClaimedVerifiedStatus
1MixPLmAP34.7—Unverified
2Consistent-TeachermAP30.7—Unverified
3MixTeacher-FRCNNmAP29.11—Unverified
4ARSLmAP29.08—Unverified
5Efficient TeachermAP28.7—Unverified
6MixTeacher-FCOSmAP27.88—Unverified
7PseComAP27.77—Unverified
8VCmAP27.7—Unverified
9ASTODmAP24.85—Unverified
10MUMmAP24.84—Unverified
#ModelMetricClaimedVerifiedStatus
1VCmAP19.46—Unverified
2MUMmAP18.54—Unverified
#ModelMetricClaimedVerifiedStatus
1Sparse Semi-DETR10%44.3—Unverified