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2001.08735
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Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation
International Conference on Learning Representations (ICLR), 2020
23 January 2020
Hung-Yu Tseng
Hsin-Ying Lee
Jia-Bin Huang
Ming-Hsuan Yang
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Papers citing
"Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation"
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Free Lunch to Meet the Gap: Intermediate Domain Reconstruction for Cross-Domain Few-Shot Learning
International Journal of Computer Vision (IJCV), 2025
Tong-yi Zhang
Yifan Zhao
Liangyu Wang
Jia Li
204
2
0
18 Nov 2025
FreqGRL: Suppressing Low-Frequency Bias and Mining High-Frequency Knowledge for Cross-Domain Few-Shot Learning
Siqi Hui
Sanping Zhou
Ye Deng
Wenli Huang
Jinjun Wang
182
0
0
10 Nov 2025
VT-FSL: Bridging Vision and Text with LLMs for Few-Shot Learning
Wenhao Li
Qiangchang Wang
Xianjing Meng
Z. Wu
Yilong Yin
VLM
453
7
0
29 Sep 2025
Learnable Loss Geometries with Mirror Descent for Scalable and Convergent Meta-Learning
Yilang Zhang
Bingcong Li
G. Giannakis
216
0
0
02 Sep 2025
Color as the Impetus: Transforming Few-Shot Learner
Chaofei Qi
Zhitai Liu
Jianbin Qiu
VLM
334
0
0
29 Jul 2025
MetaLab: Few-Shot Game Changer for Image Recognition
Chaofei Qi
Zhitai Liu
Jianbin Qiu
223
0
0
29 Jul 2025
Cross-Domain Few-Shot Learning with Coalescent Projections and Latent Space Reservation
Naeem Paeedeh
Mahardhika Pratama
Imam Mustafa Kamal
Wolfgang Mayer
Jimmy Cao
Ryszard Kowlczyk
205
1
0
21 Jul 2025
Reliable Few-shot Learning under Dual Noises
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025
Ji Zhang
Jingkuan Song
Lianli Gao
Andrii Zadaianchuk
Heng Tao Shen
NoLa
404
17
0
19 Jun 2025
Domain-RAG: Retrieval-Guided Compositional Image Generation for Cross-Domain Few-Shot Object Detection
Yu Li
Xingyu Qiu
Yuqian Fu
Jie Chen
Tianwen Qian
...
Danda Pani Paudel
Yanwei Fu
Xuanjing Huang
Luc Van Gool
Yu-Gang Jiang
457
12
0
06 Jun 2025
Revisiting Continuity of Image Tokens for Cross-domain Few-shot Learning
Shuai Yi
Yixiong Zou
Yuhua Li
Ruixuan Li
CLL
269
2
0
03 Jun 2025
Random Registers for Cross-Domain Few-Shot Learning
Shuai Yi
Yixiong Zou
Yuhua Li
Ruixuan Li
295
1
0
03 Jun 2025
Spectral-Spatial Self-Supervised Learning for Few-Shot Hyperspectral Image Classification
Wenchen Chen
Yanmei Zhang
Zhongwei Xiao
Jianping Chu
Xingbo Wang
361
2
0
18 May 2025
Hadamard product in deep learning: Introduction, Advances and Challenges
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025
Grigorios G. Chrysos
Yongtao Wu
Razvan Pascanu
Philip Torr
Volkan Cevher
AAML
400
23
0
17 Apr 2025
NTIRE 2025 Challenge on Cross-Domain Few-Shot Object Detection: Methods and Results
Yuqian Fu
Xingyu Qiu
Bin Ren
Yanwei Fu
Radu Timofte
...
Dianmo Sheng
Xuanpu Zhao
Zhiyu Li
X. Ding
Wenqian Li
413
36
0
14 Apr 2025
A Cross-Domain Few-Shot Learning Method Based on Domain Knowledge Mapping
Jiajun Chen
Hongpeng Yin
Yifu Yang
199
0
0
09 Apr 2025
Unsupervised Feature Disentanglement and Augmentation Network for One-class Face Anti-spoofing
Pei-Kai Huang
Jun-Xiong Chong
Ming-Tsung Hsu
Fang-Yu Hsu
Yi-Ting Lin
Kai-Heng Chien
Hao-Chiang Shao
Chiou-Ting Hsu
CVBM
330
2
0
29 Mar 2025
How Well Do Self-Supervised Methods Perform in Cross-Domain Few-Shot Learning?
Yiyi Zhang
Ying Zheng
Xiaogang Xu
Jun Wang
SSL
470
5
0
28 Jan 2025
Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms
Neural Networks (NN), 2024
Fatemeh Askari
Amirreza Fateh
Mohammad Reza Mohammadi
550
27
0
17 Jan 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
457
10
0
01 Dec 2024
Meta-Exploiting Frequency Prior for Cross-Domain Few-Shot Learning
Neural Information Processing Systems (NeurIPS), 2024
Fei Zhou
Peng Wang
Lei Zhang
Zhaoyu Chen
Wei Wei
Chen Ding
Guosheng Lin
Yanning Zhang
338
8
0
03 Nov 2024
Robust Visual Representation Learning with Multi-modal Prior Knowledge for Image Classification Under Distribution Shift
Hongkuan Zhou
Lavdim Halilaj
Sebastian Monka
Stefan Schmid
Yuqicheng Zhu
Bo Xiong
Steffen Staab
181
0
0
21 Oct 2024
Feature Augmentation based Test-Time Adaptation
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024
Y. Cho
Youngrae Kim
Junho Yoon
Seunghoon Hong
Dongman Lee
TPM
TTA
522
3
0
18 Oct 2024
Local Descriptors Weighted Adaptive Threshold Filtering For Few-Shot Learning
Bingchen Yan
374
0
0
28 Aug 2024
Feature Aligning Few shot Learning Method Using Local Descriptors Weighted Rules
Bingchen Yan
375
0
0
26 Aug 2024
Towards Few-Shot Learning in the Open World: A Review and Beyond
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024
Hui Xue
Yuexuan An
Yongchun Qin
Wenqian Li
Yixin Wu
Yongjuan Che
Pengfei Fang
Minling Zhang
OffRL
273
2
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
410
11
0
08 Jul 2024
Exploring Cross-Domain Few-Shot Classification via Frequency-Aware Prompting
Tiange Zhang
Qing Cai
Feng Gao
Lin Qi
Junyu Dong
348
17
0
24 Jun 2024
Understanding the Cross-Domain Capabilities of Video-Based Few-Shot Action Recognition Models
Georgia Markham
M. Balamurali
Andrew J. Hill
459
4
0
03 Jun 2024
Multimodal Cross-Domain Few-Shot Learning for Egocentric Action Recognition
Masashi Hatano
Ryo Hachiuma
Ryoske Fujii
Hideo Saito
EgoV
490
20
0
30 May 2024
On the Limits of Multi-modal Meta-Learning with Auxiliary Task Modulation Using Conditional Batch Normalization
Jordi Armengol-Estapé
Vincent Michalski
Ramnath Kumar
P. St-Charles
Doina Precup
Samira Ebrahimi Kahou
406
1
0
29 May 2024
RepAugment: Input-Agnostic Representation-Level Augmentation for Respiratory Sound Classification
Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2024
June-Woo Kim
Miika Toikkanen
Sangmin Bae
Minseok Kim
Ho-Young Jung
294
18
0
05 May 2024
MetaCoCo: A New Few-Shot Classification Benchmark with Spurious Correlation
Min Zhang
Haoxuan Li
Leilei Gan
Kun Kuang
OODD
325
18
0
30 Apr 2024
Transitive Vision-Language Prompt Learning for Domain Generalization
Liyuan Wang
Yan Jin
Zhen Chen
Jinlin Wu
Mengke Li
Yang Lu
Hanzi Wang
VLM
VPVLM
LRM
406
6
0
29 Apr 2024
Diverse Feature Learning by Self-distillation and Reset
Sejik Park
CLL
298
1
0
29 Mar 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
458
1
0
06 Mar 2024
Enhancing Information Maximization with Distance-Aware Contrastive Learning for Source-Free Cross-Domain Few-Shot Learning
Huali Xu
Tianpeng Liu
Shuaifeng Zhi
Shaojing Fu
Z. Su
Ming-Ming Cheng
Yongxiang Liu
298
29
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
292
30
0
01 Mar 2024
FORML: A Riemannian Hessian-free Method for Meta-learning on Stiefel Manifolds
H. Tabealhojeh
S. Roy
Peyman Adibi
Hossein Karshenas
291
0
0
28 Feb 2024
Adapt Before Comparison: A New Perspective on Cross-Domain Few-Shot Segmentation
Jonas Herzog
SSeg
373
31
0
27 Feb 2024
Learning Causal Domain-Invariant Temporal Dynamics for Few-Shot Action Recognition
Yuke Li
Guangyi Chen
Ben Abramowitz
Stefano Anzellotti
Donglai Wei
TTA
373
3
0
20 Feb 2024
Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector
European Conference on Computer Vision (ECCV), 2024
Yu Fu
Yu Wang
Yixuan Pan
Lian Huai
Xingyu Qiu
Zeyu Shangguan
Tong Liu
Yanwei Fu
Luc Van Gool
Xingqun Jiang
391
65
0
05 Feb 2024
Cross-Domain Few-Shot Learning via Adaptive Transformer Networks
Knowledge-Based Systems (KBS), 2024
Naeem Paeedeh
Mahardhika Pratama
M. A. Ma'sum
Wolfgang Mayer
Zehong Cao
Ryszard Kowlczyk
322
26
0
25 Jan 2024
Cross-Domain Few-Shot Segmentation via Iterative Support-Query Correspondence Mining
Computer Vision and Pattern Recognition (CVPR), 2024
Jiahao Nie
Yun Xing
Gongjie Zhang
Pei Yan
Aoran Xiao
Yap-Peng Tan
Alex C. Kot
Shijian Lu
375
38
0
16 Jan 2024
Challenge design roadmap
Hugo Jair Escalante
Isabelle M Guyon
Addison Howard
Walter Reade
Sébastien Treguer
AI4TS
266
0
0
15 Jan 2024
Dual-View Data Hallucination with Semantic Relation Guidance for Few-Shot Image Recognition
IEEE transactions on multimedia (IEEE TMM), 2024
Hefeng Wu
Guangzhi Ye
Ziyang Zhou
Ling Tian
Qing Wang
Liang Lin
235
6
0
13 Jan 2024
Improving Cross-domain Few-shot Classification with Multilayer Perceptron
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Shuanghao Bai
Wanqi Zhou
Zhirong Luan
Donglin Wang
Badong Chen
279
6
0
15 Dec 2023
Adaptive Weighted Co-Learning for Cross-Domain Few-Shot Learning
Abdullah Alchihabi
Marzi Heidari
Yuhong Guo
205
0
0
06 Dec 2023
Simple Semantic-Aided Few-Shot Learning
Computer Vision and Pattern Recognition (CVPR), 2023
Hai Zhang
Junzhe Xu
Shanlin Jiang
Zhenan He
VLM
430
41
0
30 Nov 2023
Cross-Level Distillation and Feature Denoising for Cross-Domain Few-Shot Classification
International Conference on Learning Representations (ICLR), 2023
Hao Zheng
Runqi Wang
Jianzhuang Liu
Asako Kanezaki
214
14
0
04 Nov 2023
Episodic Multi-Task Learning with Heterogeneous Neural Processes
Neural Information Processing Systems (NeurIPS), 2023
Jiayi Shen
Xiantong Zhen
Qi
Qi Wang
M. Worring
285
17
0
28 Oct 2023
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