BriefGPT.xyz
Mar, 2021
反事实零样本和开放集视觉识别
Counterfactual Zero-Shot and Open-Set Visual Recognition
HTML
PDF
Zhongqi Yue, Tan Wang, Hanwang Zhang, Qianru Sun, Xian-Sheng Hua
TL;DR
提出了一种针对零样本学习和开放式识别的可靠反事实框架,通过引入计数事实的概念来对未知类别进行样本生成,使用一致性规则进行二元分类,从而有效地减轻了样本类别分布不平衡的问题。
Abstract
We present a novel
counterfactual framework
for both
zero-shot learning
(ZSL) and
open-set recognition
(OSR), whose common challenge is ge
→