Cover Image

A Feature Generator for Few-Shot Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Kanagalingam, Heethanjan, Pathmanathan, Thenukan, Ketheeswaran, Navaneethan, Vathanakumar, Mokeeshan, Afham, Mohamed, Rodrigo, Ranga
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

AdvBlur: Adversarial Blur for Robust Diabetic Retinopathy Classification and Cross-Domain Generalization
by: Kanagalingam, Heethanjan, et al.
Published: (2025)

xModel-KD: Cross-modal Knowledge Distillation for 3D Scene Perception using LiDAR
by: Pathmanathan, Thenukan, et al.
Published: (2026)

CrossJEPA: Cross-Modal Joint-Embedding Predictive Architecture for Efficient 3D Representation Learning from 2D Images
by: Perera, Avishka, et al.
Published: (2025)

Boosting Few-Shot Learning via Attentive Feature Regularization
by: Zhu, Xingyu, et al.
Published: (2024)

Slot Attention-based Feature Filtering for Few-Shot Learning
by: Rodenas, Javier, et al.
Published: (2025)

Eliminating Feature Ambiguity for Few-Shot Segmentation
by: Xu, Qianxiong, et al.
Published: (2024)

Domain-Agnostic Feature Modulation for Semi-Supervised Domain Generalization
by: Amarasinghe, Venuri, et al.
Published: (2025)

Learning Prompt with Distribution-Based Feature Replay for Few-Shot Class-Incremental Learning
by: Huang, Zitong, et al.
Published: (2024)

Learning to Adapt Category Consistent Meta-Feature of CLIP for Few-Shot Classification
by: Shi, Jiaying, et al.
Published: (2024)

VDLF-Net: Variational Feature Fusion for Adaptive and Few-Shot Visual Learning
by: Yan, Jiawei
Published: (2026)

Frozen Feature Augmentation for Few-Shot Image Classification
by: Bär, Andreas, et al.
Published: (2024)

A Turn Toward Better Alignment: Few-Shot Generative Adaptation with Equivariant Feature Rotation
by: Xu, Chenghao, et al.
Published: (2025)

Strategic Base Representation Learning via Feature Augmentations for Few-Shot Class Incremental Learning
by: Nema, Parinita, et al.
Published: (2025)

UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning
by: Zhou, Long, et al.
Published: (2024)

Decomposed Prototype Learning for Few-Shot Scene Graph Generation
by: Li, Xingchen, et al.
Published: (2023)

Few-Part-Shot Font Generation
by: Akiba, Masaki, et al.
Published: (2025)

Mutually-Aware Feature Learning for Few-Shot Object Counting
by: Jeon, Yerim, et al.
Published: (2024)

Few-Shot Learning Pipeline for Monkeypox Skin Disease Classification Using CNN Feature Extractors
by: Rashid, Md. Safirur, et al.
Published: (2026)

Exploring Robust Features for Few-Shot Object Detection in Satellite Imagery
by: Bou, Xavier, et al.
Published: (2024)

Generalized Few-Shot Out-of-Distribution Detection
by: Li, Pinxuan, et al.
Published: (2025)

Discriminative Sample-Guided and Parameter-Efficient Feature Space Adaptation for Cross-Domain Few-Shot Learning
by: Perera, Rashindrie, et al.
Published: (2024)

Bayesian Evidential Learning for Few-Shot Classification
by: Linghu, Xiongkun, et al.
Published: (2022)

Simple Semantic-Aided Few-Shot Learning
by: Zhang, Hai, et al.
Published: (2023)

The Devil is in the Few Shots: Iterative Visual Knowledge Completion for Few-shot Learning
by: Li, Yaohui, et al.
Published: (2024)

Generative Compositor for Few-Shot Visual Information Extraction
by: Yang, Zhibo, et al.
Published: (2025)

Unlocking Compositional Generalization in Continual Few-Shot Learning
by: Nguyen-Lam, Phu-Quy, et al.
Published: (2026)

Layer-Wise Feature Metric of Semantic-Pixel Matching for Few-Shot Learning
by: Tang, Hao, et al.
Published: (2024)

Bias Mitigating Few-Shot Class-Incremental Learning
by: Zhao, Li-Jun, et al.
Published: (2024)

Prototype Optimization with Neural ODE for Few-Shot Learning
by: Zhang, Baoquan, et al.
Published: (2024)

Few-Shot Segmentation with Global and Local Contrastive Learning
by: Liu, Weide, et al.
Published: (2021)

MyriadAL: Active Few Shot Learning for Histopathology
by: Schiavone, Nico, et al.
Published: (2023)

Geometric Mean Improves Loss For Few-Shot Learning
by: Wu, Tong, et al.
Published: (2025)

Logits DeConfusion with CLIP for Few-Shot Learning
by: Li, Shuo, et al.
Published: (2025)

MPA: Multimodal Prototype Augmentation for Few-Shot Learning
by: Wu, Liwen, et al.
Published: (2026)

Stochastic-based Patch Filtering for Few-Shot Learning
by: Rodenas, Javier, et al.
Published: (2025)

Random Registers for Cross-Domain Few-Shot Learning
by: Yi, Shuai, et al.
Published: (2025)

IPNET:Influential Prototypical Networks for Few Shot Learning
by: Chowdhury, Ranjana Roy, et al.
Published: (2022)

Exploring Cross-Modal Flows for Few-Shot Learning
by: Jiang, Ziqi, et al.
Published: (2025)

High-Discriminative Attribute Feature Learning for Generalized Zero-Shot Learning
by: Lei, Yu, et al.
Published: (2024)

Few-Shot Learner Generalizes Across AI-Generated Image Detection
by: Wu, Shiyu, et al.
Published: (2025)