Adversarial Feature Augmentation for Cross-domain Few-shot Classification

23 August 2022

Papers citing "Adversarial Feature Augmentation for Cross-domain Few-shot Classification"

22 / 22 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
Meta-Exploiting Frequency Prior for Cross-Domain Few-Shot Learning Fei Zhou Peng Wang Lei Zhang Zhe Chen Wei Wei Chen Ding Guosheng Lin Yanning Zhang 32 1 0 03 Nov 2024
Local Descriptors Weighted Adaptive Threshold Filtering For Few-Shot Learning Bingchen Yan 27 0 0 28 Aug 2024
Feature Aligning Few shot Learning Method Using Local Descriptors Weighted Rules Bingchen Yan 29 0 0 26 Aug 2024
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 54 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 42 1 0 24 Jun 2024
Memory-guided Network with Uncertainty-based Feature Augmentation for Few-shot Semantic Segmentation Xinyue Chen Miaojing Shi 44 0 0 01 Jun 2024
Multimodal Cross-Domain Few-Shot Learning for Egocentric Action Recognition Masashi Hatano Ryo Hachiuma Ryoske Fujii Hideo Saito EgoV 42 4 0 30 May 2024
Task Attribute Distance for Few-Shot Learning: Theoretical Analysis and Applications Minyang Hu Hong Chang Zong Guo Bingpeng Ma Shiguang Shan Xilin Chen VLM 29 1 0 06 Mar 2024
Enhancing Information Maximization with Distance-Aware Contrastive Learning for Source-Free Cross-Domain Few-Shot Learning Huali Xu Li Liu Shuaifeng Zhi Shaojing Fu Z. Su Ming-Ming Cheng Yongxiang Liu 55 10 0 04 Mar 2024
Flatten Long-Range Loss Landscapes for Cross-Domain Few-Shot Learning Yixiong Zou Yicong Liu Yiman Hu Yuhua Li Ruixuan Li 46 3 0 01 Mar 2024
Simple Semantic-Aided Few-Shot Learning Hai Zhang Junzhe Xu Shanlin Jiang Zhenan He VLM 22 7 0 30 Nov 2023
Plug-and-Play Feature Generation for Few-Shot Medical Image Classification Qianyu Guo Huifang Du Xing Jia Shuyong Gao Yan Teng Haofen Wang Wenqiang Zhang MedIm VLM 21 0 0 14 Oct 2023
Taxonomy Adaptive Cross-Domain Adaptation in Medical Imaging via Optimization Trajectory Distillation Jianan Fan Dongnan Liu Hang Chang Heng-Chiao Huang Mei Chen Weidong (Tom) Cai OOD 27 9 0 27 Jul 2023
ProtoDiff: Learning to Learn Prototypical Networks by Task-Guided Diffusion Yingjun Du Zehao Xiao Tianran Ouyang Cees G. M. Snoek DiffM 26 10 0 26 Jun 2023
A Survey of Deep Visual Cross-Domain Few-Shot Learning Wenjian Wang Lijuan Duan Yuxi Wang Junsong Fan Zhi Gong Zhaoxiang Zhang 26 5 0 16 Mar 2023
Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey Huali Xu Shuaifeng Zhi Shuzhou Sun Vishal M. Patel Li Liu 32 13 0 15 Mar 2023
StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning Yu Fu Yu Xie Yanwei Fu Yugang Jiang 30 31 0 18 Feb 2023
Exploiting Style Transfer-based Task Augmentation for Cross-Domain Few-Shot Learning Shuzhen Rao Jun Huang Zengming Tang 22 2 0 19 Jan 2023
MVFNet: Multi-View Fusion Network for Efficient Video Recognition Wenhao Wu Dongliang He Tianwei Lin Fu Li Chuang Gan Errui Ding 87 68 0 13 Dec 2020
TaskNorm: Rethinking Batch Normalization for Meta-Learning J. Bronskill Jonathan Gordon James Requeima Sebastian Nowozin Richard Turner 71 89 0 06 Mar 2020
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 338 11,684 0 09 Mar 2017