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ResearchFormerly WizWand

Object Detection on PASCAL VOC 07+12 (trainval)

83.7AP@50MoCo V2 Anistropic
41.89252.74663.674.454Nov 3, 2020Mar 28, 2021Aug 21, 2021Jan 14, 2022Jun 8, 2022Nov 1, 2022Mar 27, 2023
Updated 8mo ago

Evaluation results

MethodLinks
MoCo V2 AnistropicPre-training Dataset=ImageNet, Backbone=ResNet-50 (C4), Augmentation=Anisotropic diffusion, Evaluation Protocol=Fine-tuned Faster R-CNN C42020.1183.758.264.8—
Dense-CL AnistropicPre-training Dataset=ImageNet, Backbone=ResNet-50 (C4), Augmentation=Anisotropic diffusion, Evaluation Protocol=Fine-tuned Faster R-CNN C42020.1183.559.666.4—
Dense-CL CC AnistropicPre-training Dataset=COCO, Backbone=ResNet-50 (C4), Augmentation=Anisotropic diffusion, Evaluation Protocol=Fine-tuned Faster R-CNN C42020.1183.157.964.2—
Dense-CLPre-training Dataset=ImageNet, Backbone=ResNet-50 (C4), Evaluation Protocol=Fine-tuned Faster R-CNN C42020.1182.858.765.2—
MoCo V2Pre-training Dataset=ImageNet, Backbone=ResNet-50 (C4), Evaluation Protocol=Fine-tuned Faster R-CNN C42020.1182.45763.6—
Dense-CL CCPre-training Dataset=COCO, Backbone=ResNet-50 (C4), Evaluation Protocol=Fine-tuned Faster R-CNN C42020.1181.756.763—
Supervised ImageNetPre-training Dataset=ImageNet, Evaluation Protocol=Fine-tuned Faster R-CNN C42020.1181.654.259.8—
ARSL2023.0380.4——56.4
Dense Teacher2023.0379.89——55.87
Instant Teaching2023.0379.2——50
STAC2023.0377.45——44.64
Unbiased Teacher2023.0377.37——48.69
ISMT2023.0377.23——46.23
CSD2023.0374.7———
Faster RCNNSupervision=Supervised2023.0372.75——42.04
FCOSSupervision=Supervised2023.0371.36——45.52
Stylized ImageNetPre-training Dataset=ImageNet, Evaluation Protocol=Fine-tuned Faster R-CNN C42020.1143.528.833.7—