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ResearchFormerly WizWand

Object Detection on COCO standard (2%)

34.7mAPMixPL
10.790416.997723.20529.4123Mar 30, 2022Jul 11, 2022Oct 23, 2022Feb 4, 2023May 18, 2023Aug 30, 2023Dec 12, 2023
Updated 8mo ago

Evaluation results

MethodLinks
MixPLDetector=DINO2023.1234.7
Efficient TeacherDetector type=One-stage anchor-based, Backbone=YOLOv5l, FLOPS=109.59G2023.0228.7
Unbiased Teacher v2Thresholding Strategy=Fully automatic2022.1228.37
MixPLDetector=FCOS2023.1227.8
PseCoDetector type=Two-stage anchor-based, FLOPS=202.31G2023.0227.77
PseCoThresholding Strategy=Fully automatic2022.1227.77
Dense TeacherDetector type=One-stage anchor-free, FLOPS=200.59G2023.0227.2
Dense TeacherDetector=FCOS2023.1227.2
Efficient TeacherDetector type=One-stage anchor-based, FLOPS=169.61G2023.0227.15
Unbiased Teacher v2Detector type=One-stage anchor-free, FLOPS=200.59G2023.0226.03
DSLDetector=FCOS2023.1225.2
DSLDetector type=One-stage anchor-free, FLOPS=200.59G2023.0225.19
ASTODThresholding Strategy=Fully automatic, Iterations=32022.1224.85
Unbiased Teacher2022.0324.3
Unbiased TeacherDetector type=Two-stage anchor-based, FLOPS=204.13G2023.0224.3
Unbiased TeacherThresholding Strategy=Manual empirical search2022.1224.3
Omni-DETR2022.0323.2
Omni-DETRThresholding Strategy=Manual empirical search2022.1223.2
Unbiased Teacher (re-implemented)Detector type=One-stage anchor-based, FLOPS=169.61G2023.0222.72
Instant TeachingDetector type=Two-stage anchor-based, FLOPS=202.31G2023.0222.45
Instant TeachingThresholding Strategy=Manual empirical search2022.1222.45
ISMTThresholding Strategy=Manual empirical search2022.1222.43
Humber teacherDetector type=Two-stage anchor-based, FLOPS=202.31G2023.0221.72
Humble TeacherThresholding Strategy=Fully automatic2022.1221.72
Humble Teacher2022.0321.7
STAC+VL-PLM2022.0721.2
Supervised+VL-PLM2022.0718.6
STAC2022.0318.3
STACDetector type=Two-stage anchor-based, FLOPS=202.31G2023.0218.25
STACThresholding Strategy=Manual empirical search2022.1218.25
STAC2022.0718.25
Supervised†Thresholding Strategy=Baseline / Teacher2022.1216.67
Faster R-CNNImplementation=Re-implementation2022.0314.9
Supervised+PLs2022.0714.88
Deformable DETRImplementation=Re-implementation2022.0314.7
CSDThresholding Strategy=Fully automatic2022.1213.93
Supervised (One-stage anchor-based)Detector type=One-stage anchor-based, FLOPS=169.61G2023.0213.12
Faster R-CNN2022.0312.7
Supervised (Two-stage)Detector type=Two-stage anchor-based, FLOPS=202.31G2023.0212.7
SupervisedThresholding Strategy=Baseline2022.1212.7
Supervised2022.0712.7
Supervised (One-stage anchor-free)Detector type=One-stage anchor-free, FLOPS=200.59G2023.0211.71