WISW@CAIP2019 - descriptors

 submitted descriptors

SOSNet
description: trained on the HPatches dataset, details can be found here
patch orientation: default
matching distance: Euclidean
authors: Yurun Tian, Xin Yu, Bin Fan, Fuchao Wu, Huub Heijnen, Vassileios Balntas

AffNet+HardNetA
description: AffNet followed by HardNet, trained on AMOS and other datasets
patch orientation: OriNet
matching distance: Euclidean
authors: Milan Pultar, Dmytro Mishkin, Jiří Matas

OriNet+HardNetA
description: HardNet, trained on AMOS and other datasets
patch orientation: OriNet
matching distance: Euclidean
authors: Milan Pultar, Dmytro Mishkin, Jiří Matas

HardNetA
description: HardNet, trained on AMOS and other datasets
patch orientation: default
matching distance: Euclidean
authors: Milan Pultar, Dmytro Mishkin, Jiří Matas

RalNet Shuffle
description: RalNet Architecture additionally trained by cropping and shuffling matching patches
patch orientation: default
matching distance: Euclidean
authors: A Sai Susmitha, Vinay Namboodiri

RsGLOH2
description: squared root sGLOH2 descriptor with sGOr2a* matching
patch orientation: n.a. (rotationally invariant)
matching distance: Manhattan
authors: Fabio Bellavia, Carlo Colombo

BisGLOH2*
description: BisGLOH2 descriptor with BisGOr2a* matching
patch orientation: n.a. (rotationally invariant)
matching distance: Hamming
authors: Fabio Bellavia, Carlo Colombo
 

 baseline descriptors

GeoDesc
description: see here
patch orientation: default
matching distance: Euclidean
authors: Z. Luo, T. Shen, L. Zhou, S. Zhu, R. Zhang, Y. Yao, T. Fang, L. Quan

DOAP
description: using model HPatches_ST_LM_128d, see here
patch orientation: default
matching distance: Euclidean
authors: K. He, Y. Lu, S. Sclaroff

Binary DOAP
description: using model RomePatches_256b, see here
patch orientation: default
matching distance: Hamming
authors: K. He, Y. Lu, S. Sclaroff

HardNet
description: using model Hardnet++, see here
patch orientation: default
matching distance: Euclidean
authors: A. Mishchuk, D. Mishkin, F. Radenovic, J. Matas

L2Net
description: CS L2-Net using model L2Net-HP+, see here
patch orientation: default
matching distance: Euclidean
authors: Y. Tian, B. Fan, F. Wu

Binary L2Net
description: binary CS L2-Net using model L2Net-HP+, see here
patch orientation: default
matching distance: Hamming
authors: Y. Tian, B. Fan, F. Wu

sGLOH2
description: with sGOr2h* matching, see here
patch orientation: n.a. (rotationally invariant)
matching distance: Manhattan
authors: F. Bellavia, C. Colombo

BisGLOH2
description: with BisGOr2h* matching, see here
patch orientation: n.a. (rotationally invariant)
matching distance: Hamming
authors: F. Bellavia, C. Colombo

MKD
description: using model mkd_liberty and whitening, see here
patch orientation: default
matching distance: dot product
authors: A. Mukundan, G. Tolias, O. Chum

MIOP
description: see here
patch orientation: n.a. (rotationally invariant)
matching distance: Euclidean
authors: Z. Wang, B. Fan, G. Wang, F. Wu

LIOP
description: see here
patch orientation: n.a. (rotationally invariant)
matching distance: Manhattan
authors: Z. Wang, B. Fan, G. Wang, F. Wu

RootSIFT
description: implemented with VLFeat, see here
patch orientation: default
matching distance: Manhattan
authors: R. Arandjelović, A. Zisserman

DeepDesc
description: using model CNN3_p8_n8_split4_073000, see here
patch orientation: default
matching distance: Euclidean
authors: E. Simo-Serra, E. Trulls, L. Ferraz, I. Kokkinos, P. Fua, F. Moreno-Nogueriri

RFDG
description: see here
patch orientation: default
matching distance: Hamming
authors: B. Fan, Q. Kong, T. Trzcinski, Z. Wang, C. Pan, P. Fua

RFDR
description: see here
patch orientation: default
matching distance: Hamming
authors: B. Fan, Q. Kong, T. Trzcinski, Z. Wang, C. Pan, P. Fua