List your company
ResearchFormerly WizWand

Semantic Correspondence on Caltech-101

88LT-ACCHPF
76.5679.5382.585.47Aug 18, 2019Oct 13, 2019Dec 8, 2019Feb 3, 2020Mar 30, 2020May 25, 2020Jul 21, 2020
Updated 8mo ago

Evaluation results

MethodLinks
HPFBackbone=ResNet-50, Supervision=keypoints (validation only)2019.088864
SF-NetSupervision=weak, Signal=bbox, Backbone=ResNet-1012020.078867
HPFSupervision=strong, Signal=src & trg keypoint matches, Backbone=ResNet-502020.078864
HPFBackbone=ResNet-101, Supervision=keypoints (validation only)2019.088763
HPFBackbone=ResNet-101-FCN, Supervision=keypoints (validation only)2019.088763
HPFBackbone=ResNet-101, Hyperparameter k=1, Supervision=keypoints (validation only, small set)2019.088763
HPFBackbone=ResNet-101, Hyperparameter k=2, Supervision=keypoints (validation only, small set)2019.088763
HPFBackbone=ResNet-101, Hyperparameter k=3, Supervision=keypoints (validation only, small set)2019.088763
HPFSupervision=strong, Signal=src & trg keypoint matches, Backbone=ResNet-1012020.078763
DHPFSupervision=strong, Signal=src & trg keypoint matches, Backbone=ResNet-101, mu=0.4, Inference time=58ms2020.078762
NN-CycBackbone=ResNet-1012019.088662
DHPFSupervision=weak, Signal=image-level labels, Backbone=ResNet-101, Inference time=56ms2020.078661
DHPFSupervision=strong, Signal=src & trg keypoint matches, Backbone=ResNet-50, Inference time=30ms2020.078660
DHPFSupervision=strong, Signal=src & trg keypoint matches, Backbone=ResNet-101, Inference time=34ms2020.078661
WeakalignBackbone=ResNet-101, Supervision=image labels2019.088563
NC-NetBackbone=ResNet-101, Supervision=weakly-supervised2019.088560
HPFBackbone=ResNet-101, Layer selection=random, Supervision=keypoints (validation only, small set)2019.088555
WeakalignSupervision=weak, Signal=bbox, Backbone=ResNet-1012020.078563
NC-NetSupervision=weak, Signal=image-level labels, Backbone=ResNet-1012020.078560
DHPFSupervision=weak, Signal=image-level labels, Backbone=ResNet-50, Inference time=31ms2020.078559
DHPFSupervision=weak, Signal=image-level labels, Backbone=ResNet-101, Inference time=33ms2020.078559
DCTMBackbone=CAT-FCSS2019.088352
A2NetBackbone=ResNet-101, Supervision=self-supervised2019.088057
A2NetSupervision=self, Signal=synthetic pairs, Backbone=ResNet-1012020.078057
CNNGeoBackbone=ResNet-101, Supervision=synthetic warp2019.087956
SCNetBackbone=VGG-16, Supervision=keypoints2019.087951
CNNGeoSupervision=self, Signal=synthetic pairs, Backbone=ResNet-1012020.077956
SCNetSupervision=strong, Signal=src & trg keypoint matches, Backbone=VGG-162020.077951
PFHOG2019.087850
PFHOGSupervision=none2020.077850
Identity mapping2019.087744