Dynamic Distillation Network for Cross-Domain Few-Shot Recognition with Unlabeled Data

14 June 2021

Papers citing "Dynamic Distillation Network for Cross-Domain Few-Shot Recognition with Unlabeled Data"

48 / 48 papers shown

Title
HyperFlow: Gradient-Free Emulation of Few-Shot Fine-Tuning Donggyun Kim Chanwoo Kim Seunghoon Hong 24 0 0 21 Apr 2025
Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Linhai Zhuo Zheng Wang Yuqian Fu Tianwen Qian VLM 74 1 0 01 Dec 2024
TAMT: Temporal-Aware Model Tuning for Cross-Domain Few-Shot Action Recognition Yilong Wang Zilin Gao Qilong Wang Zhaofeng Chen P. Li Q. Hu 80 1 0 28 Nov 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 46 1 0 19 Aug 2024
DMSD-CDFSAR: Distillation from Mixed-Source Domain for Cross-Domain Few-shot Action Recognition Fei-Yu Guo YiKang Wang Han Qi Li Zhu Jing Sun 20 2 0 08 Jul 2024
Understanding the Cross-Domain Capabilities of Video-Based Few-Shot Action Recognition Models Georgia Markham M. Balamurali Andrew J. Hill 36 1 0 03 Jun 2024
Multimodal Cross-Domain Few-Shot Learning for Egocentric Action Recognition Masashi Hatano Ryo Hachiuma Ryoske Fujii Hideo Saito EgoV 34 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 21 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 50 10 0 04 Mar 2024
Learning Causal Domain-Invariant Temporal Dynamics for Few-Shot Action Recognition Yuke Li Guangyi Chen Ben Abramowitz Stefano Anzellotti Donglai Wei TTA 40 1 0 20 Feb 2024
Few and Fewer: Learning Better from Few Examples Using Fewer Base Classes Raphael Lafargue Yassir Bendou Bastien Pasdeloup J. Diguet Ian Reid Vincent Gripon Jack Valmadre 21 0 0 29 Jan 2024
Cross-Domain Few-Shot Learning via Adaptive Transformer Networks Naeem Paeedeh Mahardhika Pratama M. A. Ma'sum Wolfgang Mayer Zehong Cao Ryszard Kowlczyk 26 9 0 25 Jan 2024
Direct Distillation between Different Domains Jialiang Tang Shuo Chen Gang Niu Hongyuan Zhu Joey Tianyi Zhou Chen Gong Masashi Sugiyama 47 3 0 12 Jan 2024
Hierarchical Knowledge Distillation on Text Graph for Data-limited Attribute Inference Quan Li Shixiong Jing Lingwei Chen 19 0 0 10 Jan 2024
Leveraging Normalization Layer in Adapters With Progressive Learning and Adaptive Distillation for Cross-Domain Few-Shot Learning Yongjin Yang Taehyeon Kim SeYoung Yun 30 4 0 18 Dec 2023
Few-Shot Learning from Augmented Label-Uncertain Queries in Bongard-HOI Qinqian Lei Bo Wang Robby T. Tan VLM 25 2 0 17 Dec 2023
Adaptive Weighted Co-Learning for Cross-Domain Few-Shot Learning Abdullah Alchihabi Marzi Heidari Yuhong Guo 29 0 0 06 Dec 2023
Cross-Level Distillation and Feature Denoising for Cross-Domain Few-Shot Classification Hao Zheng Runqi Wang Jianzhuang Liu Asako Kanezaki 23 7 0 04 Nov 2023
Cross-Domain HAR: Few Shot Transfer Learning for Human Activity Recognition Megha Thukral H. Haresamudram Thomas Ploetz 26 4 0 22 Oct 2023
Context-Aware Meta-Learning Christopher Fifty Dennis Duan Ronald G. Junkins Ehsan Amid Jurij Leskovec Christopher Ré Sebastian Thrun LRM VLM MLLM 25 10 0 17 Oct 2023
Order-preserving Consistency Regularization for Domain Adaptation and Generalization Mengmeng Jing Xiantong Zhen Jingjing Li Cees G. M. Snoek 16 4 0 23 Sep 2023
CDFSL-V: Cross-Domain Few-Shot Learning for Videos Sarinda Samarasinghe Mamshad Nayeem Rizve Navid Kardan M. Shah 21 11 0 07 Sep 2023
Parameter and Computation Efficient Transfer Learning for Vision-Language Pre-trained Models Qiong Wu Wei Yu Yiyi Zhou Shubin Huang Xiaoshuai Sun R. Ji VLM 24 7 0 04 Sep 2023
Adaptive Parametric Prototype Learning for Cross-Domain Few-Shot Classification Marzi Heidari Abdullah Alchihabi Qing En Yuhong Guo VLM 24 0 0 04 Sep 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 24 9 0 27 Jul 2023
Dual Adaptive Representation Alignment for Cross-domain Few-shot Learning Yifan Zhao Tong Zhang Jia Li Yonghong Tian 44 19 0 18 Jun 2023
Distilling from Similar Tasks for Transfer Learning on a Budget Kenneth Borup Cheng Perng Phoo Bharath Hariharan 22 2 0 24 Apr 2023
A Survey of Deep Visual Cross-Domain Few-Shot Learning Wenjian Wang Lijuan Duan Yuxi Wang Junsong Fan Zhi Gong Zhaoxiang Zhang 19 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 27 13 0 15 Mar 2023
StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning Yu Fu Yu Xie Yanwei Fu Yugang Jiang 25 31 0 18 Feb 2023
TAP: The Attention Patch for Cross-Modal Knowledge Transfer from Unlabeled Modality Yinsong Wang Shahin Shahrampour 8 0 0 04 Feb 2023
Robust Domain Adaptive Object Detection with Unified Multi-Granularity Alignment Libo Zhang Wenzhang Zhou Heng Fan Tiejian Luo Haibin Ling ObjD 19 12 0 01 Jan 2023
ArcAid: Analysis of Archaeological Artifacts using Drawings Offry Hayon Stefan Münger I. Shimshoni A. Tal 25 2 0 17 Nov 2022
CD-FSOD: A Benchmark for Cross-domain Few-shot Object Detection Wuti Xiong 56 13 0 11 Oct 2022
ME-D2N: Multi-Expert Domain Decompositional Network for Cross-Domain Few-Shot Learning Yu Fu Yu Xie Yanwei Fu Jingjing Chen Yu-Gang Jiang 16 15 0 11 Oct 2022
Cross-Domain Few-Shot Classification via Inter-Source Stylization Huali Xu Shuaifeng Zhi Li Liu 30 4 0 17 Aug 2022
Collaborating Domain-shared and Target-specific Feature Clustering for Cross-domain 3D Action Recognition Qinying Liu Zilei Wang 20 9 0 20 Jul 2022
Cross-Domain Cross-Set Few-Shot Learning via Learning Compact and Aligned Representations Wentao Chen Z. Zhang Wei Wang Liang Wang Zilei Wang T. Tan 21 10 0 16 Jul 2022
Confident Sinkhorn Allocation for Pseudo-Labeling Vu-Linh Nguyen Hisham Husain S. Farfade A. Hengel 25 5 0 13 Jun 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
How to Fine-tune Models with Few Samples: Update, Data Augmentation, and Test-time Augmentation Yujin Kim Jaehoon Oh Sungnyun Kim Se-Young Yun 29 6 0 13 May 2022
ReFine: Re-randomization before Fine-tuning for Cross-domain Few-shot Learning Jaehoon Oh Sungnyun Kim Namgyu Ho Jin-Hwa Kim Hwanjun Song Se-Young Yun 14 6 0 11 May 2022
Wave-SAN: Wavelet based Style Augmentation Network for Cross-Domain Few-Shot Learning Yuqian Fu Yu Xie Yanwei Fu Jingjing Chen Yu-Gang Jiang 14 18 0 15 Mar 2022
Understanding Cross-Domain Few-Shot Learning Based on Domain Similarity and Few-Shot Difficulty Jaehoon Oh Sungnyun Kim Namgyu Ho Jin-Hwa Kim Hwanjun Song Se-Young Yun 22 34 0 01 Feb 2022
Few-Shot Image Classification Along Sparse Graphs Joseph F. Comer P. Jacobson Heiko Hoffmann 8 1 0 07 Dec 2021
Self-Taught Cross-Domain Few-Shot Learning with Weakly Supervised Object Localization and Task-Decomposition Xiyao Liu Zhong Ji Yanwei Pang Zhongfei Zhang 17 17 0 03 Sep 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 303 5,773 0 29 Apr 2021
A Broad Study on the Transferability of Visual Representations with Contrastive Learning Ashraful Islam Chun-Fu Chen Rameswar Panda Leonid Karlinsky Richard J. Radke Rogerio Feris SSL 10 113 0 24 Mar 2021