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ResearchFormerly WizWand

Object Detection on MS-COCO 2% labeled protocol

27.7mAPVirtual Category Learning (with tricks)
12.116.1520.224.25May 10, 2020Sep 18, 2020Jan 27, 2021Jun 8, 2021Oct 17, 2021Feb 25, 2022Jul 7, 2022
Updated 8mo ago

Evaluation results

MethodLinks
Virtual Category Learning (with tricks)Configuration=Training tricks in Soft Teacher2022.0727.7
Soft TeacherOfficial code=true2022.0725.93
Virtual Category LearningConfiguration=Same settings as Unbiased Teacher2022.0725.84
Unbiased Teacher2022.0724.3
Region Uncertainty QuantificationStrong data augmentation=true2021.1124
Combating Noise2022.0724
Instant-Teaching*Backbone=R50-FPN, co-rectify scheme=true2021.0322.45
Instant-TeachingStrong data augmentation=true2021.1122.45
Instant Teaching2022.0722.45
Interactive2022.0722.43
Unbiased TeacherStrong data augmentation=true2021.1121.98
Humble TeacherStrong data augmentation=true2021.1121.72
Humble Teacher2022.0721.72
Instant-TeachingBackbone=R50-FPN, co-rectify scheme=false2021.0320.7
STACBackbone=ResNet-50 with FPN, Augmentation=C+{B,G}+Cutout, Training Data=Semi-supervised2020.0518.25
STACBackbone=R50-FPN2021.0318.25
STACStrong data augmentation=true2021.1118.25
STAC2022.0718.25
Supervised†Backbone=ResNet-50 with FPN, Augmentation=C+{B,G}+Cutout, Training Data=Labeled data only2020.0514.28
CSDStrong data augmentation=false2021.1113.93
CSD2022.0713.93
CSD†Backbone=R50-FPN2021.0313.6
SupervisedBackbone=ResNet-50 with FPN, Augmentation=Standard, Training Data=Labeled data only2020.0512.7
SupervisedBackbone=R50-FPN2021.0312.7
Supervised2022.0712.7