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1904.04232
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A Closer Look at Few-shot Classification
8 April 2019
Wei-Yu Chen
Yen-Cheng Liu
Z. Kira
Y. Wang
Jia-Bin Huang
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Papers citing
"A Closer Look at Few-shot Classification"
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Title
Reliable Few-shot Learning under Dual Noises
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Visual Explanation via Similar Feature Activation for Metric Learning
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0
02 Jun 2025
ProMi: An Efficient Prototype-Mixture Baseline for Few-Shot Segmentation with Bounding-Box Annotations
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Ali Ayub
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AdaptMol: Adaptive Fusion from Sequence String to Topological Structure for Few-shot Drug Discovery
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Yiping Liu
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163
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0
17 May 2025
FAD: Frequency Adaptation and Diversion for Cross-domain Few-shot Learning
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Yucheng Xie
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Xin Geng
67
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0
13 May 2025
Few-shot Novel Category Discovery
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62
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0
13 May 2025
Task-Adapter++: Task-specific Adaptation with Order-aware Alignment for Few-shot Action Recognition
Congqi Cao
Peiheng Han
Y. Zhang
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Qinyi Lv
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Yanning Zhang
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133
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
127
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0
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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
234
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
445
0
0
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Memory-Modular Classification: Learning to Generalize with Memory Replacement
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Ahmet Iscen
Eunchan Jo
Sua Choi
Minsu Cho
Cordelia Schmid
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121
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0
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A Comprehensive Survey of Challenges and Opportunities of Few-Shot Learning Across Multiple Domains
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Sudip Vhaduri
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123
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0
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Point-Cache: Test-time Dynamic and Hierarchical Cache for Robust and Generalizable Point Cloud Analysis
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Qiuhong Ke
Ming Cheng
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Deying Li
Chenhui Gou
Jianfei Cai
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141
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A Hypernetwork-Based Approach to KAN Representation of Audio Signals
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Maciej Rut
Piotr Kawa
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141
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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
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91
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Active Few-Shot Learning for Text Classification
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Arash Yousefi Jordehi
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102
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Auxiliary Discrminator Sequence Generative Adversarial Networks (ADSeqGAN) for Few Sample Molecule Generation
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Jing Long
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Few-Shot Classification and Anatomical Localization of Tissues in SPECT Imaging
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S. Bhattacharyya
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64
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Enhancing Environmental Robustness in Few-shot Learning via Conditional Representation Learning
Qianyu Guo
Jingrong Wu
Tianxing Wu
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Weifeng Ge
Wenqiang Zhang
58
0
0
03 Feb 2025
How Well Do Self-Supervised Methods Perform in Cross-Domain Few-Shot Learning?
Yiyi Zhang
Ying Zheng
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118
4
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Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms
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Amirreza Fateh
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176
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iCBIR-Sli: Interpretable Content-Based Image Retrieval with 2D Slice Embeddings
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42
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Uncertainty Herding: One Active Learning Method for All Label Budgets
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439
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On the Generalization and Adaptation Ability of Machine-Generated Text Detectors in Academic Writing
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108
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UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning
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Fereshteh Shakeri
Aymen Sadraoui
Mounir Kaaniche
J. Pesquet
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188
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On Distilling the Displacement Knowledge for Few-Shot Class-Incremental Learning
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125
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Multi-Level Correlation Network For Few-Shot Image Classification
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Hao Fei
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145
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Benchmarking Pathology Foundation Models: Adaptation Strategies and Scenarios
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Transforming Game Play: A Comparative Study of DCQN and DTQN Architectures in Reinforcement Learning
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122
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Unsupervised Meta-Learning via Dynamic Head and Heterogeneous Task Construction for Few-Shot Classification
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Learning to Obstruct Few-Shot Image Classification over Restricted Classes
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Efficient and Reliable Vector Similarity Search Using Asymmetric Encoding with NAND-Flash for Many-Class Few-Shot Learning
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Large Margin Prototypical Network for Few-shot Relation Classification with Fine-grained Features
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MICM: Rethinking Unsupervised Pretraining for Enhanced Few-shot Learning
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Envisioning Class Entity Reasoning by Large Language Models for Few-shot Learning
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EOL: Transductive Few-Shot Open-Set Recognition by Enhancing Outlier Logits
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Task-Adapter: Task-specific Adaptation of Image Models for Few-shot Action Recognition
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