Hierarchical Variational Memory for Few-shot Learning Across Domains

Hierarchical Variational Memory for Few-shot Learning Across Domains

15 December 2021

Cees G. M. Snoek

Papers citing "Hierarchical Variational Memory for Few-shot Learning Across Domains"

17 / 17 papers shown

Title
A Cross-Domain Few-Shot Learning Method Based on Domain Knowledge Mapping Jiajun Chen Hongpeng Yin Yifu Yang 26 0 0 09 Apr 2025
Towards Few-Shot Learning in the Open World: A Review and Beyond Hui Xue Yuexuan An Yongchun Qin Wenqian Li Yixin Wu Yongjuan Che Pengfei Fang Minling Zhang OffRL 46 1 0 19 Aug 2024
Exploring Cross-Domain Few-Shot Classification via Frequency-Aware Prompting Tiange Zhang Qing Cai Feng Gao Lin Qi Junyu Dong 27 1 0 24 Jun 2024
AdaTreeFormer: Few Shot Domain Adaptation for Tree Counting from a Single High-Resolution Image H. A. Amirkolaee Miaojing Shi Lianghua He Mark Mulligan 13 1 0 05 Feb 2024
Adaptive Weighted Co-Learning for Cross-Domain Few-Shot Learning Abdullah Alchihabi Marzi Heidari Yuhong Guo 21 0 0 06 Dec 2023
Adaptive Parametric Prototype Learning for Cross-Domain Few-Shot Classification Marzi Heidari Abdullah Alchihabi Qing En Yuhong Guo VLM 19 0 0 04 Sep 2023
ProtoDiff: Learning to Learn Prototypical Networks by Task-Guided Diffusion Yingjun Du Zehao Xiao Shengcai Liao Cees G. M. Snoek DiffM 26 10 0 26 Jun 2023
One-Shot Learning of Visual Path Navigation for Autonomous Vehicles Zhongying CuiZhu François Charette A. Ghafourian Debo Shi Matthew Cui Anjali Krishnamachar I. S. Bozchalooi 16 1 0 15 Jun 2023
EMO: Episodic Memory Optimization for Few-Shot Meta-Learning Yingjun Du Jiayi Shen Xiantong Zhen Cees G. M. Snoek 19 1 0 08 Jun 2023
Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey Huali Xu Shuaifeng Zhi Shuzhou Sun Vishal M. Patel Li Liu 27 13 0 15 Mar 2023
Energy-Based Test Sample Adaptation for Domain Generalization Zehao Xiao Xiantong Zhen Shengcai Liao Cees G. M. Snoek TTA 46 17 0 22 Feb 2023
Association Graph Learning for Multi-Task Classification with Category Shifts Jiayi Shen Zehao Xiao Xiantong Zhen Cees G. M. Snoek M. Worring OOD 31 4 0 10 Oct 2022
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities Yisheng Song Ting-Yuan Wang S. Mondal J. P. Sahoo SLR 36 342 0 13 May 2022
Cross Attention Network for Few-shot Classification Rui Hou Hong Chang Bingpeng Ma Shiguang Shan Xilin Chen 202 629 0 17 Oct 2019
Bayesian Model-Agnostic Meta-Learning Taesup Kim Jaesik Yoon Ousmane Amadou Dia Sungwoong Kim Yoshua Bengio Sungjin Ahn UQCV BDL 191 498 0 11 Jun 2018
Probabilistic Model-Agnostic Meta-Learning Chelsea Finn Kelvin Xu Sergey Levine BDL 165 666 0 07 Jun 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 243 11,659 0 09 Mar 2017