A Closer Look at Few-shot Classification

8 April 2019

Papers citing "A Closer Look at Few-shot Classification"

50 / 842 papers shown

Title
FAD: Frequency Adaptation and Diversion for Cross-domain Few-shot Learning Ruixiao Shi Fu Feng Yucheng Xie Jing Wang Xin Geng 29 0 0 13 May 2025
Few-shot Novel Category Discovery Chunming Li Shidong Wang Haofeng Zhang 31 0 0 13 May 2025
Task-Adapter++: Task-specific Adaptation with Order-aware Alignment for Few-shot Action Recognition Congqi Cao Peiheng Han Y. Zhang Yating Yu Qinyi Lv Lingtong Min Yanning Zhang VLM 43 0 0 09 May 2025
Latte: Transfering LLMs` Latent-level Knowledge for Few-shot Tabular Learning Ruxue Shi Hengrui Gu Hangting Ye Yiwei Dai Xu Shen Xin Wang LMTD 63 0 0 08 May 2025
An Automated Pipeline for Few-Shot Bird Call Classification: A Case Study with the Tooth-Billed Pigeon Abhishek Jana Moeumu Uili James Atherton Mark O'Brien Joe Wood Leandra Brickson 47 0 0 22 Apr 2025
Chain-of-Thought Textual Reasoning for Few-shot Temporal Action Localization Hongwei Ji Wulian Yun Mengshi Qi Huadong Ma LRM 151 0 0 18 Apr 2025
Memory-Modular Classification: Learning to Generalize with Memory Replacement Dahyun Kang Ahmet Iscen Eunchan Jo Sua Choi Minsu Cho Cordelia Schmid VLM KELM OffRL 30 0 0 08 Apr 2025
A Comprehensive Survey of Challenges and Opportunities of Few-Shot Learning Across Multiple Domains Andrea Gajic Sudip Vhaduri OOD VLM 51 0 0 05 Apr 2025
Point-Cache: Test-time Dynamic and Hierarchical Cache for Robust and Generalizable Point Cloud Analysis Hongyu Sun Qiuhong Ke Ming Cheng Y. Wang Deying Li Chenhui Gou Jianfei Cai 3DPC 92 0 0 15 Mar 2025
A Hypernetwork-Based Approach to KAN Representation of Audio Signals Patryk Marszałek Maciej Rut Piotr Kawa P. Syga 42 0 0 04 Mar 2025
Dynamic Gradient Sparsification Training for Few-Shot Fine-tuning of CT Lymph Node Segmentation Foundation Model Zihao Luo Zijun Gao Wenjun Liao Shichuan Zhang Guotai Wang Xiangde Luo 43 0 0 02 Mar 2025
Active Few-Shot Learning for Text Classification Saeed Ahmadnia Arash Yousefi Jordehi Mahsa Hosseini Khasheh Heyran Seyed Abolghasem Mirroshandel Owen Rambow Cornelia Caragea 58 0 0 26 Feb 2025
Auxiliary Discrminator Sequence Generative Adversarial Networks (ADSeqGAN) for Few Sample Molecule Generation Haocheng Tang Jing Long Junmei Wang GAN 53 0 0 23 Feb 2025
Few-Shot Classification and Anatomical Localization of Tissues in SPECT Imaging Mohammed Abdul Hafeez Khan Samuel Morries Boddepalli S. Bhattacharyya Debasis Mitra 45 0 0 10 Feb 2025
How Well Do Self-Supervised Methods Perform in Cross-Domain Few-Shot Learning? Yiyi Zhang Ying Zheng Xiaogang Xu Jun Wang SSL 56 4 0 28 Jan 2025
Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms Fatemeh Askari Amirreza Fateh Mohammad Reza Mohammadi 85 3 0 17 Jan 2025
iCBIR-Sli: Interpretable Content-Based Image Retrieval with 2D Slice Embeddings Shuhei Tomoshige Hayato Muraki K. Oishi Hitoshi Iyatomi 21 0 0 03 Jan 2025
Uncertainty Herding: One Active Learning Method for All Label Budgets Wonho Bae Gabriel L. Oliveira Danica J. Sutherland UQCV 150 0 0 30 Dec 2024
UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning Long Zhou Fereshteh Shakeri Aymen Sadraoui Mounir Kaaniche J. Pesquet Ismail Ben Ayed VLM 84 0 0 21 Dec 2024
On Distilling the Displacement Knowledge for Few-Shot Class-Incremental Learning Pengfei Fang Yongchun Qin H. Xue CLL 67 0 0 15 Dec 2024
Multi-Level Correlation Network For Few-Shot Image Classification Yunkai Dang M. Zhang Zhengyu Chen Xinliang Zhang Zheng Wang Meijun Sun Donglin Wang 86 1 0 04 Dec 2024
Neuromodulated Meta-Learning Jingyao Wang Huijie Guo Wenwen Qiang Jiangmeng Li Changwen Zheng Hui Xiong Gang Hua 61 0 0 11 Nov 2024
Benchmarking Pathology Foundation Models: Adaptation Strategies and Scenarios Jeaung Lee Jeewoo Lim Keunho Byeon Jin Tae Kwak 40 3 0 21 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 37 1 0 16 Oct 2024
Transforming Game Play: A Comparative Study of DCQN and DTQN Architectures in Reinforcement Learning William A. Stigall 62 0 0 14 Oct 2024
Unsupervised Meta-Learning via Dynamic Head and Heterogeneous Task Construction for Few-Shot Classification Yunchuan Guan Yu Liu Ketong Liu Ke Zhou Zhiqi Shen 15 0 0 03 Oct 2024
Learning to Obstruct Few-Shot Image Classification over Restricted Classes Amber Yijia Zheng Chiao-An Yang Raymond A. Yeh 29 1 0 28 Sep 2024
Rethinking Meta-Learning from a Learning Lens Jingyao Wang Wenwen Qiang Chuxiong Sun Lingyu Si Jiangmeng Li 46 1 0 13 Sep 2024
Efficient and Reliable Vector Similarity Search Using Asymmetric Encoding with NAND-Flash for Many-Class Few-Shot Learning Hao-Wei Chiang Chi-Tse Huang Hsiang-Yun Cheng P. Tseng Ming-Hsiu Lee An-Yeu Wu 16 0 0 12 Sep 2024
Music auto-tagging in the long tail: A few-shot approach T. A. Ma Alexander Lerch VLM 25 0 0 12 Sep 2024
Large Margin Prototypical Network for Few-shot Relation Classification with Fine-grained Features M. Fan Yeqi Bai Mingming Sun Ping Li 28 32 0 06 Sep 2024
MICM: Rethinking Unsupervised Pretraining for Enhanced Few-shot Learning Zhenyu Zhang Guangyao Chen Yixiong Zou Zhimeng Huang Yuhua Li Ruixuan Li VLM 31 2 0 23 Aug 2024
Envisioning Class Entity Reasoning by Large Language Models for Few-shot Learning Mushui Liu Fangtai Wu Bozheng Li Ziqian Lu Yunlong Yu Xi Li VLM 33 1 0 22 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 51 1 0 19 Aug 2024
Learn To Learn More Precisely Runxi Cheng Yongxian Wei Xianglong He Wanyun Zhu Songsong Huang Fei Richard Yu Fei Ma Chun Yuan 34 0 0 08 Aug 2024
Few-shot Scooping Under Domain Shift via Simulated Maximal Deployment Gaps Yifan Zhu Pranay Thangeda Erica Tevere Ashish Goel Erik Kramer Hari Nayar Melkior Ornik Kris K. Hauser 27 0 0 06 Aug 2024
EOL: Transductive Few-Shot Open-Set Recognition by Enhancing Outlier Logits Mateusz Ochal Massimiliano Patacchiola Malik Boudiaf Sen Wang 35 0 0 04 Aug 2024
Task-Adapter: Task-specific Adaptation of Image Models for Few-shot Action Recognition Congqi Cao Guibiao Liao Yating Yu Kanglin Liu Lingtong Min Yanning Zhang 30 4 0 01 Aug 2024
Improved Few-Shot Image Classification Through Multiple-Choice Questions Dipika Khullar Emmett Goodman Negin Sokhandan 42 0 0 23 Jul 2024
Siamese Transformer Networks for Few-shot Image Classification Weihao Jiang Shuoxi Zhang Kun He ViT 36 0 0 16 Jul 2024
Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental Learning Xiaojie Li Yibo Yang Jianlong Wu Bernard Ghanem Liqiang Nie Min Zhang Mamba 41 5 0 08 Jul 2024
Smart Vision-Language Reasoners Denisa Roberts Lucas Roberts VLM ReLM LRM 46 4 0 05 Jul 2024
Hybrid Feature Collaborative Reconstruction Network for Few-Shot Fine-Grained Image Classification Shulei Qiu Wanqi Yang Ming Yang 27 0 0 02 Jul 2024
Unleash the Power of Local Representations for Few-Shot Classification Shi Tang Guiming Luo Xinchen Ye Zhiyi Xia 26 0 0 02 Jul 2024
The Balanced-Pairwise-Affinities Feature Transform Daniel Shalam Simon Korman 35 0 0 25 Jun 2024
Exploring Cross-Domain Few-Shot Classification via Frequency-Aware Prompting Tiange Zhang Qing Cai Feng Gao Lin Qi Junyu Dong 36 1 0 24 Jun 2024
Self-Supervised and Few-Shot Learning for Robust Bioaerosol Monitoring Adrian Willi Pascal Baumann Sophie Erb Fabian Gröger Yanick Zeder Simone Lionetti 16 0 0 14 Jun 2024
ELF-UA: Efficient Label-Free User Adaptation in Gaze Estimation Yong Wu Yang Wang Sanqing Qu Zhijun Li Guang Chen 32 1 0 13 Jun 2024
Few-Shot Load Forecasting Under Data Scarcity in Smart Grids: A Meta-Learning Approach Georgios Tsoumplekas C. Athanasiadis Dimitrios I. Doukas Antonios C. Chrysopoulos P. Mitkas AI4TS 32 3 0 09 Jun 2024
OVMR: Open-Vocabulary Recognition with Multi-Modal References Zehong Ma Shiliang Zhang Longhui Wei Qi Tian VLM 36 0 0 07 Jun 2024