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ResearchFormerly WizWand

Homography Estimation on HPatches (Viewpoint)

35.7Accuracy (<1px)CAPS
2.4211.0619.728.34Jul 18, 2022Sep 9, 2022Nov 2, 2022Dec 26, 2022Feb 18, 2023Apr 13, 2023Jun 6, 2023
Updated 8mo ago

Evaluation results

MethodLinks
CAPSGeometric Supervision=Weak, Keypoints=SuperPoint2023.0635.762.974.3
DIFT_sdGeometric Supervision=None, Keypoints=SuperPoint2023.0630.456.869.3
ContextDescGeometric Supervision=Strong, Keypoints=ContextDesc2023.0629.660.772.5
AdaMatcher-ASpanCategory=Detector-free2022.07275770
SIFTGeometric Supervision=None, Keypoints=SIFT2023.0626.855.472.1
R2D2Geometric Supervision=Strong, Keypoints=R2D22023.0626.460.473.9
DIFT_admGeometric Supervision=None, Keypoints=SuperPoint2023.0626.457.574.3
AdaMatcher-LOFTRCategory=Detector-free2022.07265769
AdaMatcher-QuadCategory=Detector-free2022.07265869
SP+SG+AdaCategory=Detector-based2022.07245972
DISKGeometric Supervision=Strong, Keypoints=DISK2023.0623.251.467.9
SuperPointGeometric Supervision=Strong, Keypoints=SuperPoint2023.0622.156.168.2
ASpanFormerCategory=Detector-free2022.07225168
DINOGeometric Supervision=None, Keypoints=SuperPoint2023.0621.450.767.1
SP+SGCategory=Detector-based2022.07215372
SIFT+HardNetCategory=Detector-based2022.07204060
QuadTreeCategory=Detector-free2022.07204865
LOFTR-DSCategory=Detector-free2022.07195467
OpenCLIPGeometric Supervision=None, Keypoints=SuperPoint2023.0618.64559.6
SPCategory=Detector-based2022.07185164
R2D2(MS)Category=Detector-based2022.07184358
LF-NetGeometric Supervision=Strong, Keypoints=LF-Net2023.0616.843.960.7
Patch2PixCategory=Detector-based2022.07164763
SP+CAPSCategory=Detector-based2022.07155365
LOFTR-OTCategory=Detector-free2022.07154761
KeyNet+HardNetCategory=Detector-based2022.07144664
D2-NetGeometric Supervision=Strong, Keypoints=D2-Net2023.063.73856.6