"few-shot classification" Papers
17 papers found
Conference
Envisioning Class Entity Reasoning by Large Language Models for Few-shot Learning
Mushui Liu, Fangtai Wu, Bozheng Li et al.
AAAI 2025paperarXiv:2408.12469
13
citations
GPS: A Probabilistic Distributional Similarity with Gumbel Priors for Set-to-Set Matching
Ziming Zhang, Fangzhou Lin, Haotian Liu et al.
ICLR 2025oral
7
citations
Inversion Circle Interpolation: Diffusion-based Image Augmentation for Data-scarce Classification
Yanghao Wang, Long Chen
CVPR 2025arXiv:2408.16266
7
citations
Making Large Vision Language Models to Be Good Few-Shot Learners
Fan Liu, Wenwen Cai, Jian Huo et al.
AAAI 2025paperarXiv:2408.11297
6
citations
MVREC: A General Few-shot Defect Classification Model Using Multi-View Region-Context
Shuai Lyu, Rongchen Zhang, Zeqi Ma et al.
AAAI 2025paperarXiv:2412.16897
9
citations
ProbMED: A Probabilistic Framework for Medical Multimodal Binding
Yuan Gao, Sangwook Kim, Jianzhong You et al.
ICCV 2025arXiv:2509.25711
Connecting the Dots: Collaborative Fine-tuning for Black-Box Vision-Language Models
Zhengbo Wang, Jian Liang, Ran He et al.
ICML 2024arXiv:2402.04050
Effective Data Augmentation With Diffusion Models
Brandon Trabucco, Kyle Doherty, Max Gurinas et al.
ICLR 2024arXiv:2302.07944
356
citations
Enabling Few-Shot Learning with PID Control: A Layer Adaptive Optimizer
Le Yu, Xinde Li, Pengfei Zhang et al.
ICML 2024
GalLop: Learning global and local prompts for vision-language models
Marc Lafon, Elias Ramzi, Clément Rambour et al.
ECCV 2024arXiv:2407.01400
39
citations
Learning from Memory: Non-Parametric Memory Augmented Self-Supervised Learning of Visual Features
Thalles Silva, Helio Pedrini, Adín Ramírez Rivera
ICML 2024arXiv:2407.17486
7
citations
Learning to Obstruct Few-Shot Image Classification over Restricted Classes
Amber Yijia Zheng, Chiao-An Yang, Raymond Yeh
ECCV 2024arXiv:2409.19210
4
citations
MCPNet: An Interpretable Classifier via Multi-Level Concept Prototypes
Bor Shiun Wang, Chien-Yi Wang, Wei-Chen Chiu
CVPR 2024arXiv:2404.08968
16
citations
MM-Point: Multi-View Information-Enhanced Multi-Modal Self-Supervised 3D Point Cloud Understanding
HaiTao Yu, Mofei Song
AAAI 2024paperarXiv:2402.10002
18
citations
Strong Baselines for Parameter-Efficient Few-Shot Fine-Tuning
Samyadeep Basu, Shell Hu, Daniela Massiceti et al.
AAAI 2024paperarXiv:2304.01917
50
citations
The Balanced-Pairwise-Affinities Feature Transform
Daniel Shalam, Simon Korman
ICML 2024arXiv:2407.01467
4
citations
Transductive Zero-Shot and Few-Shot CLIP
Ségolène Martin, Yunshi HUANG, Fereshteh Shakeri et al.
CVPR 2024highlightarXiv:2405.18437
32
citations