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ResearchFormerly WizWand

Object Detection on COCO 1% labeled 2017 (val train)

30.5mAPSemi-DETR(DINO)
8.19213.983519.77525.5665Mar 27, 2023Apr 14, 2023May 3, 2023May 21, 2023Jun 9, 2023Jun 27, 2023Jul 16, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Semi-DETR(DINO)Category=End-to-End, Detector=DINO2023.0730.5
DINO SSOD (Baseline)Category=End-to-End, Detector=DINO, Training=SSOD Baseline2023.0728.4
Omi-DETR(DINO)Category=End-to-End, Detector=DINO2023.0727.6
ARSLDetector=FCOS, Backbone=ResNet-50, patch-shuffle=true, large-scale jittering=true2023.0325.36
Semi-DETR(Def-DETR)Category=End-to-End, Detector=Deformable DETR2023.0725.2
ARSLDetector=RetinaNet, Backbone=ResNet-50, patch-shuffle=true, large-scale jittering=true2023.0325.16
ARSLDetector=FCOS, Backbone=ResNet-502023.0322.82
Unbiased Teacher V2Detector=FCOS, Backbone=ResNet-502023.0322.71
Unbiased Teacher v2Category=One-Stage2023.0722.71
PseCoDetector=Faster RCNN, Backbone=ResNet-502023.0322.43
PseCoCategory=Two-Stage2023.0722.43
Dense TeacherCategory=One-Stage2023.0722.38
Active TeacherDetector=Faster RCNN, Backbone=ResNet-502023.0322.2
DSLDetector=FCOS, Backbone=ResNet-50, patch-shuffle=true2023.0322.03
DSLCategory=Two-Stage2023.0722.03
Unbiased Teacher V2Detector=Faster RCNN, Backbone=ResNet-502023.0321.84
Unbiased TeacherDetector=Faster RCNN, Backbone=ResNet-502023.0320.75
Unbiased TeacherCategory=Two-Stage2023.0720.75
Soft TeacherDetector=Faster RCNN, Backbone=ResNet-50, large-scale jittering=true2023.0320.46
Soft-TeacherCategory=Two-Stage2023.0720.46
Dense TeacherDetector=FCOS, Backbone=ResNet-502023.0319.64
Def-DETR SSOD(Baseline)Category=End-to-End, Detector=Deformable DETR, Training=SSOD Baseline2023.0719.4
ISMTDetector=Faster RCNN, Backbone=ResNet-502023.0318.88
Omi-DETR(Def-DETR)Category=End-to-End, Detector=Deformable DETR2023.0718.6
DINO(Sup only)Category=End-to-End, Detector=DINO, Training=Supervised Only2023.0718
Humble TeacherDetector=Faster RCNN, Backbone=ResNet-502023.0316.96
STACDetector=Faster RCNN, Backbone=ResNet-502023.0313.97
Def-DETR(Sup only)Category=End-to-End, Detector=Deformable DETR, Training=Supervised Only2023.0711
Faster RCNNDetector=Faster RCNN, Supervision=Supervised, Backbone=ResNet-502023.0310.02
FCOSDetector=FCOS, Supervision=Supervised, Backbone=ResNet-502023.039.05