BriefGPT.xyz
Jan, 2024
开放集合识别中,一切生命平等
All Beings Are Equal in Open Set Recognition
HTML
PDF
Chaohua Li, Enhao Zhang, Chuanxing Geng, SongCan Chen
TL;DR
使用Target-Aware Universum (TAU)和Dual Contrastive Learning (DCTAU)框架,将开放类问题转化为能够有效建模已知类和未知类之间边界的问题,并在实验证明DCTAU取得了最新的最高水平。
Abstract
In
open-set recognition
(OSR), a promising strategy is exploiting
pseudo-unknown data
outside given $K$ known classes as an additional $K$+$1$-th class to explicitly model potential open space. However, treating
→