Cross-domain Few-shot Learning with Task-specific Adapters

1 July 2021

Papers citing "Cross-domain Few-shot Learning with Task-specific Adapters"

50 / 65 papers shown

Title
FAD: Frequency Adaptation and Diversion for Cross-domain Few-shot Learning Ruixiao Shi Fu Feng Yucheng Xie Jing Wang Xin Geng 14 0 0 13 May 2025
FACE: Few-shot Adapter with Cross-view Fusion for Cross-subject EEG Emotion Recognition Haiqi Liu Chao Chen T. Zhang CVBM 47 1 0 24 Mar 2025
OSLoPrompt: Bridging Low-Supervision Challenges and Open-Set Domain Generalization in CLIP M. Cui Divyam Gupta Mainak Singha Sai Bhargav Rongali Ankit Jha Muhammad Haris Khan Biplab Banerjee VLM 53 1 0 20 Mar 2025
DiffCLIP: Few-shot Language-driven Multimodal Classifier Jiaqing Zhang Mingxiang Cao Xue Yang Kai Jiang Yunsong Li VLM 66 0 0 10 Dec 2024
LQ-Adapter: ViT-Adapter with Learnable Queries for Gallbladder Cancer Detection from Ultrasound Image Chetan Madan Mayuna Gupta Soumen Basu Pankaj Gupta Chetan Arora 80 0 0 30 Nov 2024
Expanding Sparse Tuning for Low Memory Usage Shufan Shen Junshu Sun Xiangyang Ji Qingming Huang Shuhui Wang 30 0 0 04 Nov 2024
AdaptGCD: Multi-Expert Adapter Tuning for Generalized Category Discovery Yuxun Qu Yongqiang Tang Chenyang Zhang Wensheng Zhang 24 0 0 29 Oct 2024
Mind the Gap Between Prototypes and Images in Cross-domain Finetuning Hongduan Tian Feng Liu Zhanke Zhou Tongliang Liu Chengqi Zhang Bo Han VLM 21 1 0 16 Oct 2024
Transforming Game Play: A Comparative Study of DCQN and DTQN Architectures in Reinforcement Learning William A. Stigall 45 0 0 14 Oct 2024
Few-Shot Domain Adaptation for Learned Image Compression Tianyu Zhang Haotian Zhang Yuqi Li Li Li Dong Liu VLM 33 1 0 17 Sep 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 44 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 22 1 0 24 Jun 2024
Understanding the Cross-Domain Capabilities of Video-Based Few-Shot Action Recognition Models Georgia Markham M. Balamurali Andrew J. Hill 34 1 0 03 Jun 2024
Multimodal Cross-Domain Few-Shot Learning for Egocentric Action Recognition Masashi Hatano Ryo Hachiuma Ryoske Fujii Hideo Saito EgoV 32 4 0 30 May 2024
MOKD: Cross-domain Finetuning for Few-shot Classification via Maximizing Optimized Kernel Dependence Hongduan Tian Feng Liu Tongliang Liu Bo Du Yiu-ming Cheung Bo Han 24 1 0 29 May 2024
MetaCoCo: A New Few-Shot Classification Benchmark with Spurious Correlation Min Zhang Haoxuan Li Fei Wu Kun Kuang OODD 19 12 0 30 Apr 2024
How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model Han Gu Haoyu Dong Jichen Yang Maciej Mazurowski MedIm VLM 75 11 0 15 Apr 2024
Flatness Improves Backbone Generalisation in Few-shot Classification Rui Li Martin Trapp Marcus Klasson Arno Solin 39 0 0 11 Apr 2024
OUCopula: Bi-Channel Multi-Label Copula-Enhanced Adapter-Based CNN for Myopia Screening Based on OU-UWF Images Yang Li Qiuyi Huang Chong Zhong Danjuan Yang Meiyan Li A. H. Welsh Aiyi Liu Bo Fu Catherine C. Liu Xingtao Zhou 36 2 0 18 Mar 2024
Unleashing the Power of Meta-tuning for Few-shot Generalization Through Sparse Interpolated Experts Shengzhuang Chen Jihoon Tack Yunqiao Yang Yee Whye Teh Jonathan Richard Schwarz Ying Wei MoE 35 1 0 13 Mar 2024
Discriminative Sample-Guided and Parameter-Efficient Feature Space Adaptation for Cross-Domain Few-Shot Learning Rashindrie Perera Saman K. Halgamuge 33 2 0 07 Mar 2024
Adapt Before Comparison: A New Perspective on Cross-Domain Few-Shot Segmentation Jonas Herzog SSeg 38 3 0 27 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 17 0 0 29 Jan 2024
A Novel Benchmark for Few-Shot Semantic Segmentation in the Era of Foundation Models Reda Bensaid Vincent Gripon Franccois Leduc-Primeau Lukas Mauch G. B. Hacene Fabien Cardinaux VLM 21 7 0 20 Jan 2024
Adaptive FSS: A Novel Few-Shot Segmentation Framework via Prototype Enhancement Jing Wang Jinagyun Li Chen Chen Yisi Zhang Haoran Shen Tianxiang Zhang VLM 34 11 0 25 Dec 2023
Leveraging Normalization Layer in Adapters With Progressive Learning and Adaptive Distillation for Cross-Domain Few-Shot Learning Yongjin Yang Taehyeon Kim SeYoung Yun 22 4 0 18 Dec 2023
Episodic Multi-Task Learning with Heterogeneous Neural Processes Jiayi Shen Xiantong Zhen Qi Qi Wang M. Worring 19 11 0 28 Oct 2023
Are Structural Concepts Universal in Transformer Language Models? Towards Interpretable Cross-Lingual Generalization Ningyu Xu Qi Zhang Jingting Ye Menghan Zhang Xuanjing Huang 38 4 0 19 Oct 2023
Learning to Generate Parameters of ConvNets for Unseen Image Data Shiye Wang Kaituo Feng Changsheng Li Ye Yuan Guoren Wang 18 1 0 18 Oct 2023
Learning to Drive Anywhere Ruizhao Zhu Peng Huang Eshed Ohn-Bar Venkatesh Saligrama 25 6 0 21 Sep 2023
Generalized Cross-domain Multi-label Few-shot Learning for Chest X-rays Aroof Aimen Arsh Verma Makarand Tapaswi N. C. Krishnan 25 0 0 08 Sep 2023
Dual Adversarial Alignment for Realistic Support-Query Shift Few-shot Learning Siyang Jiang Rui Fang Hsi-Wen Chen Wei Ding Ming-Syan Chen 19 1 0 05 Sep 2023
Trustworthy Representation Learning Across Domains Ronghang Zhu Dongliang Guo Daiqing Qi Zhixuan Chu Xiang Yu Sheng R. Li FaML AI4TS 24 2 0 23 Aug 2023
Improved Region Proposal Network for Enhanced Few-Shot Object Detection Zeyu Shangguan Mohammad Rostami ObjD 23 10 0 15 Aug 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 19 9 0 27 Jul 2023
TinyTrain: Resource-Aware Task-Adaptive Sparse Training of DNNs at the Data-Scarce Edge Young D. Kwon Rui Li Stylianos I. Venieris Jagmohan Chauhan Nicholas D. Lane Cecilia Mascolo 15 8 0 19 Jul 2023
Neural Fine-Tuning Search for Few-Shot Learning Panagiotis Eustratiadis L. Dudziak Da Li Timothy M. Hospedales 20 3 0 15 Jun 2023
Parameter-Efficient Fine-Tuning for Medical Image Analysis: The Missed Opportunity Raman Dutt Linus Ericsson Pedro Sanchez Sotirios A. Tsaftaris Timothy M. Hospedales MedIm 16 50 0 14 May 2023
DAC-MR: Data Augmentation Consistency Based Meta-Regularization for Meta-Learning Jun Shu Xiang Yuan Deyu Meng Zongben Xu 21 4 0 13 May 2023
A Forward and Backward Compatible Framework for Few-shot Class-incremental Pill Recognition Jinghua Zhang Li Liu Kai Gao Dewen Hu CLL MedIm 9 4 0 24 Apr 2023
How Will It Drape Like? Capturing Fabric Mechanics from Depth Images Carlos Rodriguez-Pardo Melania Prieto-Martin Dan Casas Elena Garces 6 12 0 13 Apr 2023
Lossless Adaptation of Pretrained Vision Models For Robotic Manipulation Mohit Sharma Claudio Fantacci Yuxiang Zhou Skanda Koppula N. Heess Jonathan Scholz Y. Aytar VLM 42 28 0 13 Apr 2023
Strong Baselines for Parameter Efficient Few-Shot Fine-tuning S. Basu Daniela Massiceti S. Hu S. Feizi VLM 22 28 0 04 Apr 2023
Meta-Learning with a Geometry-Adaptive Preconditioner Suhyun Kang Duhun Hwang Moonjung Eo Taesup Kim Wonjong Rhee AI4CE 22 15 0 04 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 25 13 0 15 Mar 2023
DETA: Denoised Task Adaptation for Few-Shot Learning Ji Zhang Lianli Gao Xu Luo Hengtao Shen Jingkuan Song VLM 29 19 0 11 Mar 2023
Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification I. Ullah Dustin Carrión-Ojeda Sergio Escalera Isabelle M Guyon Mike Huisman F. Mohr Jan N van Rijn Haozhe Sun Joaquin Vanschoren P. Vu VLM 17 32 0 16 Feb 2023
Generalized Few-Shot Continual Learning with Contrastive Mixture of Adapters Yawen Cui Zitong Yu Rizhao Cai Xuna Wang Alex C. Kot Li Liu CLL 15 7 0 12 Feb 2023
A Closer Look at Few-shot Classification Again Xu Luo Hao Wu Ji Zhang Lianli Gao Jing Xu Jingkuan Song 22 48 0 28 Jan 2023