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ResearchFormerly WizWand

Object Detection on COCO standard (5% labeled)

40.1mAPSemi-DETR(DINO)
16.814422.859728.90534.9503Mar 30, 2022Jul 11, 2022Oct 23, 2022Feb 4, 2023May 18, 2023Aug 30, 2023Dec 12, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Semi-DETR(DINO)Category=End-to-End, Detector=DINO2023.0740.1
Semi-DETRDetector=DINO2023.1240.1
MixPLDetector=DINO2023.1240.1
DINO SSOD (Baseline)Category=End-to-End, Detector=DINO, Training=SSOD Baseline2023.0738
Omi-DETR(DINO)Category=End-to-End, Detector=DINO2023.0737.7
Semi-DETR(Def-DETR)Category=End-to-End, Detector=Deformable DETR2023.0734.5
Efficient TeacherDetector type=One-stage anchor-based, Backbone=YOLOv5l, FLOPS=109.59G2023.0234.11
Dense TeacherDetector type=One-stage anchor-free, FLOPS=200.59G2023.0233.01
Dense TeacherCategory=One-Stage2023.0733.01
Dense TeacherDetector=FCOS2023.1233
MixPLDetector=FCOS2023.1232.8
LabelMatchThreshold=ACT2022.0632.7
LabelMatchDetector type=Two-stage anchor-based, FLOPS=202.31G2023.0232.7
Omni-DETRPoint Annotation=true, Weakly Semi-Supervised=true2022.0332.5
PseCoDetector type=Two-stage anchor-based, FLOPS=202.31G2023.0232.5
PseCoCategory=Two-Stage2023.0732.5
PseCoThresholding Strategy=Fully automatic2022.1232.5
Unbiased Teacher v2Thresholding Strategy=Fully automatic2022.1231.85
Efficient TeacherDetector type=One-stage anchor-based, FLOPS=169.61G2023.0231.1
Def-DETR SSOD(Baseline)Category=End-to-End, Detector=Deformable DETR, Training=SSOD Baseline2023.0731.1
DSLDetector=FCOS2023.1230.9
DSLDetector type=One-stage anchor-free, FLOPS=200.59G2023.0230.87
DSLCategory=Two-Stage2023.0730.87
Soft TeacherThreshold=0.92022.0630.74
Soft TeacherDetector type=Two-stage anchor-based, FLOPS=202.31G2023.0230.74
Soft-TeacherCategory=Two-Stage2023.0730.74
Soft TeacherThresholding Strategy=Manual empirical search2022.1230.74
ASTODThresholding Strategy=Fully automatic, Iterations=32022.1230.43
Omni-DETR2022.0330.2
Omi-DETR(Def-DETR)Category=End-to-End, Detector=Deformable DETR2023.0730.2
Omni-DETRThresholding Strategy=Manual empirical search2022.1230.2
Unbiased Teacher v2Detector type=One-stage anchor-free, FLOPS=200.59G2023.0230.08
Unbiased Teacher v2Category=One-Stage2023.0730.08
DINO(Sup only)Category=End-to-End, Detector=DINO, Training=Supervised Only2023.0729.5
Unbiased Teacher (re-implemented)Detector type=One-stage anchor-based, FLOPS=169.61G2023.0228.35
Unbiased Teacher2022.0328.3
Unbiased TeacherThreshold=0.72022.0628.27
Unbiased TeacherDetector type=Two-stage anchor-based, FLOPS=204.13G2023.0228.27
Unbiased TeacherCategory=Two-Stage2023.0728.27
Unbiased TeacherThresholding Strategy=Manual empirical search2022.1228.27
Humble Teacher2022.0327.7
Humber teacherDetector type=Two-stage anchor-based, FLOPS=202.31G2023.0227.7
Humble TeacherThresholding Strategy=Fully automatic2022.1227.7
Instant TeachingThreshold=0.92022.0626.75
Instant TeachingDetector type=Two-stage anchor-based, FLOPS=202.31G2023.0226.75
Instant TeachingThresholding Strategy=Manual empirical search2022.1226.75
ISMTThreshold=0.92022.0626.37
ISMTThresholding Strategy=Manual empirical search2022.1226.37
STAC+VL-PLM2022.0726.21
Point DETRPoint Annotation=true, Weakly Semi-Supervised=true2022.0326.2
STAC2022.0324.4
STACThreshold=0.92022.0624.38
STACDetector type=Two-stage anchor-based, FLOPS=202.31G2023.0224.38
STACThresholding Strategy=Manual empirical search2022.1224.38
STAC2022.0724.38
Supervised2022.0323.7
Deformable DETRImplementation=Re-implementation2022.0323.7
Def-DETR(Sup only)Category=End-to-End, Detector=Deformable DETR, Training=Supervised Only2023.0723.7
Supervised+VL-PLM2022.0723.7
Supervised†Thresholding Strategy=Baseline / Teacher2022.1223.59
Supervised+PLs2022.0721.2
Faster R-CNNImplementation=Re-implementation2022.0320.7
Supervised (One-stage anchor-based)Detector type=One-stage anchor-based, FLOPS=169.61G2023.0219.28
Supervised (One-stage anchor-free)Detector type=One-stage anchor-free, FLOPS=200.59G2023.0218.74
CSDThresholding Strategy=Fully automatic2022.1218.63
Faster R-CNN2022.0318.5
SupervisedThreshold=N/A2022.0618.47
Supervised (Two-stage)Detector type=Two-stage anchor-based, FLOPS=202.31G2023.0218.47
SupervisedThresholding Strategy=Baseline2022.1218.47
Supervised2022.0717.71