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Domain-Adaptive Few-Shot Learning

Domain-Adaptive Few-Shot Learning

IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2020
19 March 2020
An Zhao
Mingyu Ding
Zhiwu Lu
Tao Xiang
Yulei Niu
Jiechao Guan
Ji-Rong Wen
Ping Luo
ArXiv (abs)PDFHTMLGithub (143★)

Papers citing "Domain-Adaptive Few-Shot Learning"

37 / 37 papers shown
Modality-Collaborative Low-Rank Decomposers for Few-Shot Video Domain Adaptation
Modality-Collaborative Low-Rank Decomposers for Few-Shot Video Domain Adaptation
Yuyang Wanyan
Xiaoshan Yang
Weiming Dong
Changsheng Xu
197
0
0
24 Nov 2025
Learning from Heterogeneous Structural MRI via Collaborative Domain Adaptation for Late-Life Depression Assessment
Learning from Heterogeneous Structural MRI via Collaborative Domain Adaptation for Late-Life Depression Assessment
Yuzhen Gao
Qianqian Wang
Yongheng Sun
C. Wang
Yongquan Liang
Mingxia Liu
194
0
0
30 Jul 2025
XTransfer: Modality-Agnostic Few-Shot Model Transfer for Human Sensing at the Edge
XTransfer: Modality-Agnostic Few-Shot Model Transfer for Human Sensing at the Edge
Yu Zhang
Xi Zhang
Hualin zhou
Xinyuan Chen
Shang Gao
Hong Jia
Jianfei Yang
Yuankai Qi
Tao Gu
239
0
0
28 Jun 2025
Cross-Modal Augmentation for Few-Shot Multimodal Fake News Detection
Cross-Modal Augmentation for Few-Shot Multimodal Fake News Detection
Ye Jiang
Taihang Wang
Xiaoman Xu
Yimin Wang
Xingyi Song
Diana Maynard
298
5
0
16 Jul 2024
Multimodal Cross-Domain Few-Shot Learning for Egocentric Action
  Recognition
Multimodal Cross-Domain Few-Shot Learning for Egocentric Action Recognition
Masashi Hatano
Ryo Hachiuma
Ryoske Fujii
Hideo Saito
EgoV
486
19
0
30 May 2024
MetaCoCo: A New Few-Shot Classification Benchmark with Spurious
  Correlation
MetaCoCo: A New Few-Shot Classification Benchmark with Spurious Correlation
Min Zhang
Haoxuan Li
Leilei Gan
Kun Kuang
OODD
319
18
0
30 Apr 2024
A Comprehensive Review of Machine Learning Advances on Data Change: A
  Cross-Field Perspective
A Comprehensive Review of Machine Learning Advances on Data Change: A Cross-Field Perspective
Jeng-Lin Li
Chih-Fan Hsu
Ming-Ching Chang
Wei-Chao Chen
OOD
318
3
0
20 Feb 2024
AdaTreeFormer: Few Shot Domain Adaptation for Tree Counting from a
  Single High-Resolution Image
AdaTreeFormer: Few Shot Domain Adaptation for Tree Counting from a Single High-Resolution ImageIsprs Journal of Photogrammetry and Remote Sensing (ISPRS J. Photogramm. Remote Sens.), 2024
H. A. Amirkolaee
Miaojing Shi
Lianghua He
Mark Mulligan
485
6
0
05 Feb 2024
Sketch Input Method Editor: A Comprehensive Dataset and Methodology for
  Systematic Input Recognition
Sketch Input Method Editor: A Comprehensive Dataset and Methodology for Systematic Input RecognitionACM Multimedia (ACM MM), 2023
Guangming Zhu
Siyuan Wang
Qing Cheng
Kelong Wu
Hao Li
Liang Zhang
366
2
0
30 Nov 2023
Domain Adaptive Few-Shot Open-Set Learning
Domain Adaptive Few-Shot Open-Set LearningIEEE International Conference on Computer Vision (ICCV), 2023
Debabrata Pal
Deeptej More
Sai Bhargav
Dipesh Tamboli
Vaneet Aggarwal
Biplab Banerjee
284
12
0
22 Sep 2023
Enhancing Visual Domain Adaptation with Source Preparation
Enhancing Visual Domain Adaptation with Source Preparation
Anirudh Ramesh
Anurag Ghosh
Christoph Mertz
J. Schneider
283
1
0
16 Jun 2023
MetaAdapt: Domain Adaptive Few-Shot Misinformation Detection via Meta
  Learning
MetaAdapt: Domain Adaptive Few-Shot Misinformation Detection via Meta LearningAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Zhenrui Yue
Huimin Zeng
Yang Zhang
Lanyu Shang
Dong Wang
241
26
0
22 May 2023
Benchmarking Low-Shot Robustness to Natural Distribution Shifts
Benchmarking Low-Shot Robustness to Natural Distribution ShiftsIEEE International Conference on Computer Vision (ICCV), 2023
Aaditya K. Singh
Kartik Sarangmath
Prithvijit Chattopadhyay
Judy Hoffman
OOD
341
3
0
21 Apr 2023
One-shot Unsupervised Domain Adaptation with Personalized Diffusion
  Models
One-shot Unsupervised Domain Adaptation with Personalized Diffusion Models
Yasser Benigmim
Subhankar Roy
S. Essid
Vicky Kalogeiton
Stéphane Lathuilière
DiffM
310
50
0
31 Mar 2023
Few-Shot Domain Adaptation for Low Light RAW Image Enhancement
Few-Shot Domain Adaptation for Low Light RAW Image EnhancementBritish Machine Vision Conference (BMVC), 2023
K. Prabhakar
Vishal Vinod
N. Sahoo
Venkatesh Babu Radhakrishnan
241
10
0
27 Mar 2023
Augmenting and Aligning Snippets for Few-Shot Video Domain Adaptation
Augmenting and Aligning Snippets for Few-Shot Video Domain AdaptationIEEE International Conference on Computer Vision (ICCV), 2023
Yuecong Xu
Jianfei Yang
Yunjiao Zhou
Zhenghua Chen
Ruibing Jin
Xiaoli Li
220
8
0
18 Mar 2023
DiGeo: Discriminative Geometry-Aware Learning for Generalized Few-Shot
  Object Detection
DiGeo: Discriminative Geometry-Aware Learning for Generalized Few-Shot Object DetectionComputer Vision and Pattern Recognition (CVPR), 2023
Jiawei Ma
Yulei Niu
Jincheng Xu
Shiyuan Huang
G. Han
Shih-Fu Chang
ObjD
246
68
0
16 Mar 2023
A Survey of Deep Visual Cross-Domain Few-Shot Learning
A Survey of Deep Visual Cross-Domain Few-Shot Learning
Wenjian Wang
Lijuan Duan
Yuxi Wang
Junsong Fan
Zhi Gong
Zhaoxiang Zhang
288
7
0
16 Mar 2023
Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey
Deep Learning for Cross-Domain Few-Shot Visual Recognition: A SurveyACM Computing Surveys (ACM Comput. Surv.), 2023
Huali Xu
Shuaifeng Zhi
Shuzhou Sun
Vishal M. Patel
Tianpeng Liu
717
32
0
15 Mar 2023
Mixture of Soft Prompts for Controllable Data Generation
Mixture of Soft Prompts for Controllable Data GenerationConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Derek Chen
Celine Lee
Yunan Lu
Domenic Rosati
Zhou Yu
462
32
0
02 Mar 2023
CellTranspose: Few-shot Domain Adaptation for Cellular Instance
  Segmentation
CellTranspose: Few-shot Domain Adaptation for Cellular Instance SegmentationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
M. Keaton
Ram J. Zaveri
Gianfranco Doretto
303
16
0
28 Dec 2022
Visual Semantic Segmentation Based on Few/Zero-Shot Learning: An
  Overview
Visual Semantic Segmentation Based on Few/Zero-Shot Learning: An OverviewIEEE/CAA Journal of Automatica Sinica (JCAS), 2022
Wenqi Ren
Yang Tang
Qiyu Sun
Chaoqiang Zhao
Qing‐Long Han
VLM
252
65
0
13 Nov 2022
FS-BAN: Born-Again Networks for Domain Generalization Few-Shot
  Classification
FS-BAN: Born-Again Networks for Domain Generalization Few-Shot ClassificationIEEE Transactions on Image Processing (IEEE TIP), 2022
Yunqing Zhao
Ngai-Man Cheung
BDL
349
19
0
23 Aug 2022
Domain-invariant Prototypes for Semantic Segmentation
Domain-invariant Prototypes for Semantic Segmentation
Zhengeng Yang
Hongshan Yu
Wei Sun
Li Cheng
Lin Wang
352
6
0
12 Aug 2022
PGADA: Perturbation-Guided Adversarial Alignment for Few-shot Learning
  Under the Support-Query Shift
PGADA: Perturbation-Guided Adversarial Alignment for Few-shot Learning Under the Support-Query ShiftPacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2022
Siyang Jiang
Wei Ding
Hsi-Wen Chen
Minghai Chen
OOD
362
9
0
08 May 2022
Dynamic Iterative Refinement for Efficient 3D Hand Pose Estimation
Dynamic Iterative Refinement for Efficient 3D Hand Pose EstimationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2021
John Yang
Brandon Smart
Simyung Chang
Fatih Porikli
Nojun Kwak
3DH
201
7
0
11 Nov 2021
Conditional Synthetic Data Generation for Robust Machine Learning
  Applications with Limited Pandemic Data
Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data
Hari Prasanna Das
Ryan Tran
Japjot Singh
Xiangyu Yue
G. Tison
Alberto L. Sangiovanni-Vincentelli
C. Spanos
OODMedIm
371
66
0
14 Sep 2021
Boosting the Generalization Capability in Cross-Domain Few-shot Learning
  via Noise-enhanced Supervised Autoencoder
Boosting the Generalization Capability in Cross-Domain Few-shot Learning via Noise-enhanced Supervised AutoencoderIEEE International Conference on Computer Vision (ICCV), 2021
Hanwen Liang
Qiong Zhang
Peng Dai
Juwei Lu
257
84
0
11 Aug 2021
Few-Shot Domain Adaptation For End-to-End Communication
Few-Shot Domain Adaptation For End-to-End Communication
Jayaram Raghuram
Yijing Zeng
Dolores García
R. Ruiz
S. Jha
Joerg Widmer
Suman Banerjee
202
7
0
02 Aug 2021
Unsupervised Domain Adaptive 3D Detection with Multi-Level Consistency
Unsupervised Domain Adaptive 3D Detection with Multi-Level ConsistencyIEEE International Conference on Computer Vision (ICCV), 2021
Zhipeng Luo
Zhongang Cai
Changqing Zhou
Gong-Duo Zhang
Haiyu Zhao
Shuai Yi
Shijian Lu
Jiaming Song
Shanghang Zhang
Ziwei Liu
3DPC
313
92
0
23 Jul 2021
Property-Aware Relation Networks for Few-Shot Molecular Property
  Prediction
Property-Aware Relation Networks for Few-Shot Molecular Property PredictionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021
Yaqing Wang
Abulikemu Abuduweili
Quanming Yao
Dejing Dou
372
90
0
16 Jul 2021
TOHAN: A One-step Approach towards Few-shot Hypothesis Adaptation
TOHAN: A One-step Approach towards Few-shot Hypothesis AdaptationNeural Information Processing Systems (NeurIPS), 2021
Haoang Chi
Yifan Zhang
Wenjing Yang
L. Lan
Tongliang Liu
Bo Han
William Cheung
James T. Kwok
406
34
0
11 Jun 2021
Bridging Few-Shot Learning and Adaptation: New Challenges of
  Support-Query Shift
Bridging Few-Shot Learning and Adaptation: New Challenges of Support-Query Shift
Etienne Bennequin
Victor Bouvier
Myriam Tami
Antoine Toubhans
C´eline Hudelot
337
14
0
25 May 2021
Repurposing Pretrained Models for Robust Out-of-domain Few-Shot Learning
Repurposing Pretrained Models for Robust Out-of-domain Few-Shot LearningInternational Conference on Learning Representations (ICLR), 2021
Namyeong Kwon
Hwidong Na
Gabriel Huang
Damien Scieur
157
7
0
16 Mar 2021
Revisiting Mid-Level Patterns for Cross-Domain Few-Shot Recognition
Revisiting Mid-Level Patterns for Cross-Domain Few-Shot RecognitionACM Multimedia (ACM MM), 2020
Yixiong Zou
Shanghang Zhang
Jianpeng Yu
Yonghong Tian
José M. F. Moura
232
18
0
07 Aug 2020
Target-Independent Domain Adaptation for WBC Classification using
  Generative Latent Search
Target-Independent Domain Adaptation for WBC Classification using Generative Latent Search
Prashant Pandey
A. Prathosh
Vinay Kyatham
Deepak Mishra
T. R. Dastidar
OODMedIm
256
29
0
11 May 2020
Adversarial Discriminative Domain Adaptation
Adversarial Discriminative Domain AdaptationComputer Vision and Pattern Recognition (CVPR), 2017
Eric Tzeng
Judy Hoffman
Kate Saenko
Trevor Darrell
GANOOD
1.5K
5,156
0
17 Feb 2017
1
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