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ResearchFormerly WizWand

Object Detection on MS-COCO 10% labeled protocol

34.82mAPVirtual Category Learning (with tricks)
21.965625.302828.6431.9772May 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 Teacher2022.0734.82
Soft Teacher2022.0734.04
Virtual Category LearningConfiguration=Same settings as Unbiased Teacher2022.0733.45
Combating Noise2022.0732.43
Humble Teacher2022.0731.61
Unbiased Teacher2022.0731.5
Interactive2022.0730.53
Instant-Teaching*Backbone=R50-FPN, co-rectify scheme=true2021.0330.4
Instant Teaching2022.0730.4
Instant-TeachingBackbone=R50-FPN, co-rectify scheme=false2021.0329.45
STACBackbone=ResNet-50 with FPN, Augmentation=C+{B,G}+Cutout, Training Data=Semi-supervised2020.0528.64
STACBackbone=R50-FPN2021.0328.64
STAC2022.0728.64
Supervised†Backbone=ResNet-50 with FPN, Augmentation=C+{B,G}+Cutout, Training Data=Labeled data only2020.0526.18
CSD†Backbone=R50-FPN2021.0324.5
SupervisedBackbone=ResNet-50 with FPN, Augmentation=Standard, Training Data=Labeled data only2020.0523.86
SupervisedBackbone=R50-FPN2021.0323.86
Supervised2022.0723.86
CSD2022.0722.46