Prototypical Networks for Few-shot Learning

15 March 2017

Papers citing "Prototypical Networks for Few-shot Learning"

50 / 1,252 papers shown

Title
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 27 0 0 17 May 2025
Few-Shot Learning of Visual Compositional Concepts through Probabilistic Schema Induction Andrew Jun Lee Taylor Webb Trevor Bihl K. Holyoak Hongjing Lu OCL 38 0 0 14 May 2025
Few-shot Novel Category Discovery Chunming Li Shidong Wang Haofeng Zhang 31 0 0 13 May 2025
Decoupled Multimodal Prototypes for Visual Recognition with Missing Modalities Jueqing Lu Yuanyuan Qi Xiaohao Yang Shujie Zhou Lan Du 34 0 0 13 May 2025
Prototype Augmented Hypernetworks for Continual Learning Neil De La Fuente Maria Pilligua Daniel Vidal Albin Soutiff Cecilia Curreli Daniel Cremers Andrey Barsky CLL 31 0 0 12 May 2025
Self-cross Feature based Spiking Neural Networks for Efficient Few-shot Learning Qi Xu J. Zhu D. Zhou Hao Chen Yong-Jin Liu Jiangrong Shen Qiang Zhang 31 0 0 12 May 2025
Minimizing Risk Through Minimizing Model-Data Interaction: A Protocol For Relying on Proxy Tasks When Designing Child Sexual Abuse Imagery Detection Models Thamiris Coelho Leo S. F. Ribeiro João Macedo J. A. dos Santos Sandra Avila 29 0 0 10 May 2025
Enhanced Urdu Intent Detection with Large Language Models and Prototype-Informed Predictive Pipelines Faiza Hassan Summra Saleem Kashif Javed Muhammad Nabeel Asim A. Rehman Andreas Dengel 33 0 0 08 May 2025
ProDisc-VAD: An Efficient System for Weakly-Supervised Anomaly Detection in Video Surveillance Applications Tao Zhu Qi Yu Xinru Dong Shiyu Li Yue Liu Jinlong Jiang Lei Shu 27 0 0 04 May 2025
MISE: Meta-knowledge Inheritance for Social Media-Based Stressor Estimation Xin Wang Ling Feng Huijun Zhang Lei Cao Kaisheng Zeng Qi Li Yang Ding Yi Dai David A. Clifton 39 0 0 03 May 2025
PREMISE: Matching-based Prediction for Accurate Review Recommendation Wei Han Hui Chen Soujanya Poria 52 0 0 02 May 2025
Partitioned Memory Storage Inspired Few-Shot Class-Incremental learning Renye Zhang Yimin Yin Jinghua Zhang CLL 64 0 0 29 Apr 2025
Active Few-Shot Learning for Vertex Classification Starting from an Unlabeled Dataset Felix Burr Marcel Hoffmann A. Scherp SSL 224 0 0 25 Apr 2025
Multi-Grained Compositional Visual Clue Learning for Image Intent Recognition Yin Tang Jiankai Li Hongyu Yang Xuan Dong Lifeng Fan Weixin Li 39 0 0 25 Apr 2025
DINOv2-powered Few-Shot Semantic Segmentation: A Unified Framework via Cross-Model Distillation and 4D Correlation Mining Wei Zhuo Zhiyue Tang Wufeng Xue Hao Ding Linlin Shen 29 0 0 22 Apr 2025
HyperFlow: Gradient-Free Emulation of Few-Shot Fine-Tuning Donggyun Kim Chanwoo Kim Seunghoon Hong 29 0 0 21 Apr 2025
Analyzing LLMs' Knowledge Boundary Cognition Across Languages Through the Lens of Internal Representations Chenghao Xiao Hou Pong Chan Hao Zhang Mahani Aljunied Lidong Bing Noura Al Moubayed Yu Rong 65 0 0 18 Apr 2025
Can Masked Autoencoders Also Listen to Birds? Lukas Rauch Ilyass Moummad René Heinrich Alexis Joly Bernhard Sick Christoph Scholz 31 0 0 17 Apr 2025
SkeletonX: Data-Efficient Skeleton-based Action Recognition via Cross-sample Feature Aggregation Zongye Zhang Wenrui Cai Qingjie Liu Yanjie Wang 37 0 0 16 Apr 2025
Adaptive Additive Parameter Updates of Vision Transformers for Few-Shot Continual Learning Kyle Stein A. Mahyari Guillermo Francia III Eman El-Sheikh CLL 67 0 0 11 Apr 2025
Cost-Sensitive Learning for Long-Tailed Temporal Action Segmentation Zhanzhong Pang Fadime Sener Shrinivas Ramasubramanian Angela Yao 56 1 0 24 Mar 2025
Point-Cache: Test-time Dynamic and Hierarchical Cache for Robust and Generalizable Point Cloud Analysis Hongyu Sun Qiuhong Ke Ming Cheng Yanjie Wang Deying Li Chenhui Gou Jianfei Cai 3DPC 92 0 0 15 Mar 2025
DRESS: Disentangled Representation-based Self-Supervised Meta-Learning for Diverse Tasks Wei Cui Tongzi Wu Jesse C. Cresswell Yi Sui Keyvan Golestan 68 0 0 12 Mar 2025
A Comprehensive Survey of Mixture-of-Experts: Algorithms, Theory, and Applications Siyuan Mu Sen Lin MoE 156 2 0 10 Mar 2025
Subgraph Federated Learning for Local Generalization Sungwon Kim Yoonho Lee Yunhak Oh Namkyeong Lee Sukwon Yun Junseok Lee Sein Kim Carl Yang Chanyoung Park FedML OOD 89 2 0 06 Mar 2025
Few-Shot, No Problem: Descriptive Continual Relation Extraction Nguyen Xuan Thanh Anh Duc Le Quyen Tran Thanh-Thien Le Linh Ngo Van T. H. Nguyen 69 1 0 27 Feb 2025
Deep learning based infrared small object segmentation: Challenges and future directions Zhengeng Yang Hongshan Yu Jianjun Zhang Qiang Tang Ajmal Mian 65 1 0 21 Feb 2025
CrossFi: A Cross Domain Wi-Fi Sensing Framework Based on Siamese Network Zijian Zhao Tingwei Chen Zhijie Cai Xiaoyang Li Hang Li Qimei Chen Guangxu Zhu 65 3 0 17 Feb 2025
Learning Clustering-based Prototypes for Compositional Zero-shot Learning Hongyu Qu Jianan Wei Xiangbo Shu Wenguan Wang VLM 51 1 0 10 Feb 2025
Few-Shot Classification and Anatomical Localization of Tissues in SPECT Imaging Mohammed Abdul Hafeez Khan Samuel Morries Boddepalli S. Bhattacharyya Debasis Mitra 47 0 0 10 Feb 2025
Sequence Transferability and Task Order Selection in Continual Learning T. Nguyen Cuong N. Nguyen Quang Pham B. T. Nguyen Savitha Ramasamy Xiaoli Li Cuong V Nguyen 80 0 0 10 Feb 2025
A Self-Supervised Framework for Improved Generalisability in Ultrasound B-mode Image Segmentation Edward Ellis A. Bulpitt Nasim Parsa Michael F Byrne Sharib Ali 93 0 0 04 Feb 2025
AdaSemSeg: An Adaptive Few-shot Semantic Segmentation of Seismic Facies Surojit Saha Ross T. Whitaker 60 0 0 28 Jan 2025
Imperative Learning: A Self-supervised Neuro-Symbolic Learning Framework for Robot Autonomy Chen Wang Kaiyi Ji Junyi Geng Zhongqiang Ren Taimeng Fu ... Yi Du Qihang Li Yuqing Yang Xiao Lin Zhipeng Zhao SSL 89 9 0 28 Jan 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
AI-driven Wireless Positioning: Fundamentals, Standards, State-of-the-art, and Challenges Guangjin Pan Yuan Gao Yilin Gao Zhiyong Zhong Xiaoyu Yang Xinyu Guo Shugong Xu 53 1 0 28 Jan 2025
CVOCSemRPL: Class-Variance Optimized Clustering, Semantic Information Injection and Restricted Pseudo Labeling based Improved Semi-Supervised Few-Shot Learning Rhythm Baghel Souvik Maji Pratik Mazumder 33 0 0 24 Jan 2025
Rethinking the Sample Relations for Few-Shot Classification Guowei Yin Sheng Huang Luwen Huangfu Yi Zhang Xiaohong Zhang VLM 38 0 0 23 Jan 2025
Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms Fatemeh Askari Amirreza Fateh Mohammad Reza Mohammadi 87 3 0 17 Jan 2025
Dynamic Multimodal Fusion via Meta-Learning Towards Micro-Video Recommendation Han Liu Yinwei Wei Fan Liu Wei Wang Liqiang Nie Tat-Seng Chua 56 17 0 13 Jan 2025
Enhancing Unsupervised Graph Few-shot Learning via Set Functions and Optimal Transport Yuqi Liu Fausto Giunchiglia Ximing Li Lan Huang Xiaoyue Feng Renchu Guan OffRL 165 0 0 10 Jan 2025
FedSA: A Unified Representation Learning via Semantic Anchors for Prototype-based Federated Learning Yanbing Zhou Xiangmou Qu Chenlong You Jiyang Zhou Jingyue Tang Xin Zheng Chunmao Cai Yingbo Wu FedML 58 1 0 09 Jan 2025
LipGen: Viseme-Guided Lip Video Generation for Enhancing Visual Speech Recognition Bowen Hao Dongliang Zhou Xiaojie Li Xingyu Zhang Liang Xie Jianlong Wu Erwei Yin 42 1 0 08 Jan 2025
Noise-Tolerant Hybrid Prototypical Learning with Noisy Web Data Chao Liang Linchao Zhu Zongxin Yang Wei Chen Yi Yang NoLa 66 0 0 05 Jan 2025
Attribute-Based Robotic Grasping with Data-Efficient Adaptation Yang Yang Houjian Yu Xibai Lou Yuanhao Liu Changhyun Choi 52 8 0 04 Jan 2025
CPT: Competence-progressive Training Strategy for Few-shot Node Classification Qilong Yan Yufeng Zhang Jinghao Zhang Jingpu Duan Jian Yin 56 0 0 03 Jan 2025
MVREC: A General Few-shot Defect Classification Model Using Multi-View Region-Context Shuai Lyu Fangjian Liao Zeqi Ma Rongchen Zhang Dongmei Mo W. Wong 81 1 0 22 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 86 0 0 21 Dec 2024
Spatio-Temporal Fuzzy-oriented Multi-Modal Meta-Learning for Fine-grained Emotion Recognition Wenwen Qiang Yuxuan Yang Wenwen Qiang Changwen Zheng 76 0 0 18 Dec 2024
TAMT: Temporal-Aware Model Tuning for Cross-Domain Few-Shot Action Recognition Yilong Wang Zilin Gao Qilong Wang Zhaofeng Chen P. Li Q. Hu 80 1 0 28 Nov 2024