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Prototypical Networks for Few-shot Learning

15 March 2017

Papers citing "Prototypical Networks for Few-shot Learning"

50 / 3,468 papers shown

Title
CPT: Competence-progressive Training Strategy for Few-shot Node Classification Qilong Yan Yufeng Zhang Jinghao Zhang Jingpu Duan Jian Yin 220 0 0 01 Jul 2025
INP-Former++: Advancing Universal Anomaly Detection via Intrinsic Normal Prototypes and Residual Learning Wei Luo Haiming Yao Yunkang Cao Qiyu Chen Ang Gao Weiming Shen Weihang Zhang 131 0 0 01 Jul 2025
D $^2$ ST-Adapter: Disentangled-and-Deformable Spatio-Temporal Adapter for Few-shot Action Recognition Wenjie Pei Qizhong Tan Guangming Lu Jiandong Tian Jun Yu 146 3 0 01 Jul 2025
Universal Music Representations? Evaluating Foundation Models on World Music Corpora Charilaos Papaioannou Emmanouil Benetos Alexandros Potamianos 44 0 0 20 Jun 2025
Reliable Few-shot Learning under Dual Noises Ji Zhang Jingkuan Song Lianli Gao N. Sebe Heng Tao Shen NoLa 40 0 0 19 Jun 2025
Don't throw the baby out with the bathwater: How and why deep learning for ARC Jack Cole Mohamed Osman LRM 55 0 0 17 Jun 2025
PictSure: Pretraining Embeddings Matters for In-Context Learning Image Classifiers Lukas Schiesser Cornelius Wolff Sophie Haas Simon Pukrop VLM 20 0 0 16 Jun 2025
Few-Shot Learning for Industrial Time Series: A Comparative Analysis Using the Example of Screw-Fastening Process Monitoring X. Tu Haocheng Zhang Tao Chengxu Zuyi Chen AI4TS 46 0 0 16 Jun 2025
Detecting Sockpuppetry on Wikipedia Using Meta-Learning Luc Raszewski Christine De Kock 397 0 0 12 Jun 2025
Adapter Naturally Serves as Decoupler for Cross-Domain Few-Shot Semantic Segmentation Jintao Tong Ran Ma Yonghong Tian Guangyao Chen Yuhua Li Ruixuan Li 21 0 0 09 Jun 2025
Generalized Incremental Learning under Concept Drift across Evolving Data Streams En Yu Jie Lu G. Zhang CLL 77 0 0 06 Jun 2025
Hallucinate, Ground, Repeat: A Framework for Generalized Visual Relationship Detection Shanmukha Vellamcheti Sanjoy Kundu Sathyanarayanan N. Aakur 72 0 0 06 Jun 2025
Vocabulary-free few-shot learning for Vision-Language Models Maxime Zanella Clément Fuchs Ismail Ben Ayed Christophe De Vleeschouwer VLM 99 0 0 04 Jun 2025
Synthetic Speech Source Tracing using Metric Learning Dimitrios Koutsianos Stavros Zacharopoulos Yannis Panagakis Themos Stafylakis 66 0 0 03 Jun 2025
Can Vision Transformers with ResNet's Global Features Fairly Authenticate Demographic Faces? Abu Sufian Marco Leo Cosimo Distante Anirudha Ghosh Debaditya Barman ViT 31 0 0 03 Jun 2025
RoNFA: Robust Neural Field-based Approach for Few-Shot Image Classification with Noisy Labels Nan Xiang Lifeng Xing Dequan Jin NoLa 35 0 0 03 Jun 2025
Random Registers for Cross-Domain Few-Shot Learning Shuai Yi Yixiong Zou Yuhua Li Ruixuan Li 80 0 0 03 Jun 2025
Towards Auto-Annotation from Annotation Guidelines: A Benchmark through 3D LiDAR Detection Yechi Ma Wei Hua Shu Kong 68 0 0 03 Jun 2025
Overcoming Data Scarcity in Scanning Tunnelling Microscopy Image Segmentation Nikola L. Kolev Max Trouton F. F. Canova Geoff Thornton D. Gao Neil J. Curson Taylor J. Z. Stock 75 0 0 02 Jun 2025
Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack SeungBum Ha Saerom Park Sung Whan Yoon MU CLL 90 0 1 02 Jun 2025
Bregman Centroid Guided Cross-Entropy Method Yuliang Gu H. Cao Marco Caccamo N. Hovakimyan 42 0 0 02 Jun 2025
Self-supervised Latent Space Optimization with Nebula Variational Coding Yida Wang D. Tan Nassir Navab Federico Tombari DRL SSL 85 1 0 02 Jun 2025
Performance Analysis of Few-Shot Learning Approaches for Bangla Handwritten Character and Digit Recognition Mehedi Ahamed Radib Bin Kabir Tawsif Tashwar Dipto M. Mushabbir Sabbir Ahmed M. H. Kabir 34 0 0 31 May 2025
The iNaturalist Sounds Dataset Mustafa Chasmai Alexander Shepard Subhransu Maji Grant Van Horn 46 2 0 31 May 2025
No Audiogram: Leveraging Existing Scores for Personalized Speech Intelligibility Prediction Haoshuai Zhou Changgeng Mo Boxuan Cao Linkai Li Shan Xiang Wang 41 0 0 31 May 2025
Chameleon: A MatMul-Free Temporal Convolutional Network Accelerator for End-to-End Few-Shot and Continual Learning from Sequential Data Douwe den Blanken Charlotte Frenkel 43 0 0 30 May 2025
Lightweight Relational Embedding in Task-Interpolated Few-Shot Networks for Enhanced Gastrointestinal Disease Classification Xinliu Zhong Leo Hwa Liang Angela S. Koh Yeo Si Yong 124 0 0 30 May 2025
Diverse Prototypical Ensembles Improve Robustness to Subpopulation Shift Minh-Son To Paul F RWilson Viet Nguyen Mohamed Harmanani Michael Cooper Fahimeh Fooladgar Purang Abolmaesumi Parvin Mousavi Rahul G. Krishnan 53 0 0 29 May 2025
Generalized Category Discovery in Event-Centric Contexts: Latent Pattern Mining with LLMs Yi Luo Qiwen Wang Junqi Yang Luyao Tang Zhenghao Lin ZhenZhe Ying Weiqiang Wang Chen Lin 60 0 0 29 May 2025
Concentrate on Weakness: Mining Hard Prototypes for Few-Shot Medical Image Segmentation Jianchao Jiang Haofeng Zhang 62 0 0 28 May 2025
Frequency-Adaptive Discrete Cosine-ViT-ResNet Architecture for Sparse-Data Vision Ziyue Kang Weichuan Zhang 36 0 0 28 May 2025
Continual Learning on CLIP via Incremental Prompt Tuning with Intrinsic Textual Anchors Haodong Lu Xinyu Zhang Kristen Moore Jason Xue Lina Yao Anton van den Hengel Dong Gong CLL VLM 69 0 0 27 May 2025
Deciphering Trajectory-Aided LLM Reasoning: An Optimization Perspective Junnan Liu Hongwei Liu Linchen Xiao Shudong Liu Taolin Zhang Zihan Ma Songyang Zhang Kai Chen LRM 143 0 0 26 May 2025
Optimization-Inspired Few-Shot Adaptation for Large Language Models Boyan Gao Xin Wang Yibo Yang David A. Clifton 69 0 0 25 May 2025
FedSKC: Federated Learning with Non-IID Data via Structural Knowledge Collaboration Huan Wang Haoran Li H. Chen Jun Yan Lijuan Wang Jiahua Shi Shiping Chen Jun Shen FedML 49 0 0 25 May 2025
Evaluation of Few-Shot Learning Methods for Kidney Stone Type Recognition in Ureteroscopy Carlos Salazar-Ruiz F. Lopez-Tiro Iván Reyes-Amezcua Clément Larose Gilberto Ochoa-Ruiz Christian Daul 37 0 0 23 May 2025
PoseBH: Prototypical Multi-Dataset Training Beyond Human Pose Estimation U. Jeong J. Freer Seungryul Baek H. Chang K. Kim 3DH 88 0 0 23 May 2025
Proto-FG3D: Prototype-based Interpretable Fine-Grained 3D Shape Classification Shuxian Ma Zihao Dong Runmin Cong Sam Kwong Xiuli Shao 110 0 0 23 May 2025
Improving Generalization in Heterogeneous Federated Continual Learning via Spatio-Temporal Gradient Matching with Prototypical Coreset Minh-Duong Nguyen Le-Tuan Nguyen Quoc-Viet Pham CLL 30 0 0 22 May 2025
Prompt Tuning Vision Language Models with Margin Regularizer for Few-Shot Learning under Distribution Shifts Debarshi Brahma Anuska Roy Soma Biswas VLM 222 1 0 21 May 2025
MoTE: Mixture of Task-specific Experts for Pre-Trained ModelBased Class-incremental Learning Linjie Li Zhenyu Wu Yang Ji MoE CLL 37 0 0 21 May 2025
Meta-Learning an In-Context Transformer Model of Human Higher Visual Cortex Muquan Yu Mu Nan Hossein Adeli Jacob S. Prince John A. Pyles Leila Wehbe Margaret M. Henderson Michael J. Tarr Andrew F. Luo MedIm ViT 92 0 0 21 May 2025
Leveraging Foundation Models for Multimodal Graph-Based Action Recognition Fatemeh Ziaeetabar Florentin Wörgötter 72 0 0 21 May 2025
A MIND for Reasoning: Meta-learning for In-context Deduction Leonardo Bertolazzi Manuel Vargas Guzmán Raffaella Bernardi Maciej Malicki Jakub Szymanik ReLM LRM 72 0 0 20 May 2025
Zero-Shot Adaptation of Behavioral Foundation Models to Unseen Dynamics Maksim Bobrin Ilya Zisman Alexander Nikulin Vladislav Kurenkov Dmitry V. Dylov OffRL 73 0 0 19 May 2025
GMM-Based Comprehensive Feature Extraction and Relative Distance Preservation For Few-Shot Cross-Modal Retrieval Chengsong Sun Weiping Li Xiang Li Yunxing Liu Lianlei Shan VLM 98 0 0 19 May 2025
ProMi: An Efficient Prototype-Mixture Baseline for Few-Shot Segmentation with Bounding-Box Annotations Florent Chiaroni Ali Ayub Ola Ahmad 71 0 0 18 May 2025
Spectral-Spatial Self-Supervised Learning for Few-Shot Hyperspectral Image Classification Wenchen Chen Yanmei Zhang Zhongwei Xiao Jianping Chu Xingbo Wang 114 0 0 18 May 2025
AdaptMol: Adaptive Fusion from Sequence String to Topological Structure for Few-shot Drug Discovery Yifan Dai Xuanbai Ren Tengfei Ma Qipeng Yan Yiping Liu Yuansheng Liu Xiangxiang Zeng 174 0 0 17 May 2025
Generalizable Vision-Language Few-Shot Adaptation with Predictive Prompts and Negative Learning Sriram Mandalika VLM 73 0 0 16 May 2025