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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
Contextual Representation Anchor Network to Alleviate Selection Bias in Few-Shot Drug Discovery Ruifeng Li Wei Liu Xiangxin Zhou Mingqian Li Qiang Zhang Hongyang Chen Xuemin Lin 110 0 0 28 Oct 2024
Meta-Learning Approaches for Improving Detection of Unseen Speech Deepfakes Ivan Kukanov Janne Laakkonen Tomi Kinnunen Ville Hautamaki AAML 135 1 0 27 Oct 2024
Dialog2Flow: Pre-training Soft-Contrastive Action-Driven Sentence Embeddings for Automatic Dialog Flow Extraction Sergio Burdisso S. Madikeri P. Motlícek 82 3 0 24 Oct 2024
Integrated Image-Text Based on Semi-supervised Learning for Small Sample Instance Segmentation Ruting Chi Zhiyi Huang Yuexing Han ISeg 81 0 0 21 Oct 2024
Benchmarking Pathology Foundation Models: Adaptation Strategies and Scenarios Jeaung Lee Jeewoo Lim Keunho Byeon Jin Tae Kwak 82 5 0 21 Oct 2024
AMPLE: Emotion-Aware Multimodal Fusion Prompt Learning for Fake News Detection Xiaoman Xu Xiangrun Li Taihang Wang Ye Jiang 109 2 0 21 Oct 2024
Few-Shot Joint Multimodal Entity-Relation Extraction via Knowledge-Enhanced Cross-modal Prompt Model Li Yuan Yi Cai Junsheng Huang VLM 121 3 0 18 Oct 2024
DRACO-DehazeNet: An Efficient Image Dehazing Network Combining Detail Recovery and a Novel Contrastive Learning Paradigm G. Lee T. Dam Md Meftahul Ferdaus Daniel Puiu Poenar Vu N. Duong 70 0 0 18 Oct 2024
GDeR: Safeguarding Efficiency, Balancing, and Robustness via Prototypical Graph Pruning Guibin Zhang Haonan Dong Yuchen Zhang Zhixun Li Dingshuo Chen Kai Wang Tianlong Chen Yuxuan Liang Dawei Cheng Kun Wang 124 4 0 17 Oct 2024
Task Consistent Prototype Learning for Incremental Few-shot Semantic Segmentation Wenbo Xu Yanan Wu Haoran Jiang Yang Wang Qiang Wu Jian Zhang CLL VLM 75 0 0 16 Oct 2024
Meta-Unlearning on Diffusion Models: Preventing Relearning Unlearned Concepts Hongcheng Gao Tianyu Pang Chao Du Taihang Hu Zhijie Deng Min Lin DiffM 103 11 0 16 Oct 2024
Mind the Gap Between Prototypes and Images in Cross-domain Finetuning Hongduan Tian Feng Liu Zhanke Zhou Tongliang Liu Chengqi Zhang Bo Han VLM 147 1 0 16 Oct 2024
Sparse Prototype Network for Explainable Pedestrian Behavior Prediction Yan Feng Alexander Carballo K. Takeda ViT 84 0 0 16 Oct 2024
Combining Observational Data and Language for Species Range Estimation Max Hamilton Christian Lange Elijah Cole Alexander Shepard Samuel Heinrich Oisin Mac Aodha Grant Van Horn Subhransu Maji 68 5 0 14 Oct 2024
Neural networks that overcome classic challenges through practice Kazuki Irie Brenden M. Lake 100 6 0 14 Oct 2024
Improve Meta-learning for Few-Shot Text Classification with All You Can Acquire from the Tasks Xinyue Liu Yunlong Gao Linlin Zong Bo Xu VLM 85 1 0 14 Oct 2024
Improving 3D Few-Shot Segmentation with Inference-Time Pseudo-Labeling Mohammad Mozafari Hosein Hasani Reza Vahidimajd Mohamadreza Fereydooni M. Baghshah 77 0 0 13 Oct 2024
Task Adaptive Feature Distribution Based Network for Few-shot Fine-grained Target Classification Ping Li Hongbo Wang Lei Lu 60 0 0 13 Oct 2024
Cross-Domain Evaluation of Few-Shot Classification Models: Natural Images vs. Histopathological Images Ardhendu Sekhar Aditya Bhattacharya Vinayak Goyal Vrinda Goel Aditya Bhangale R. Gupta Amit Sethi VLM 81 0 0 11 Oct 2024
LatteCLIP: Unsupervised CLIP Fine-Tuning via LMM-Synthetic Texts Anh-Quan Cao M. Jaritz Matthieu Guillaumin Raoul de Charette Loris Bazzani VLM CLIP 113 2 0 10 Oct 2024
Distribution Guidance Network for Weakly Supervised Point Cloud Semantic Segmentation Zhiyi Pan Wei-Nan Gao Shan Liu Ge Li 76 2 0 10 Oct 2024
System 2 Reasoning via Generality and Adaptation Sejin Kim Sundong Kim LRM AI4CE 126 0 0 10 Oct 2024
Neural-Bayesian Program Learning for Few-shot Dialogue Intent Parsing Mengze Hong Di Jiang Yuanfeng Song Chen Jason Zhang 83 2 0 08 Oct 2024
ConML: A Universal Meta-Learning Framework with Task-Level Contrastive Learning Shiguang Wu Yaqing Wang Yatao Bian Quanming Yao CLL 149 0 0 08 Oct 2024
Brain-inspired continual pre-trained learner via silent synaptic consolidation Xuming Ran Juntao Yao Yusong Wang Mingkun Xu Dianbo Liu AAML CLL 63 0 0 08 Oct 2024
CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental Learning Junghun Oh Sungyong Baik Kyoung Mu Lee CLL 89 4 0 08 Oct 2024
ProtoNAM: Prototypical Neural Additive Models for Interpretable Deep Tabular Learning Guangzhi Xiong Sanchit Sinha Aidong Zhang 64 0 0 07 Oct 2024
A Cross-Lingual Meta-Learning Method Based on Domain Adaptation for Speech Emotion Recognition David-Gabriel Ion Razvan-Alexandru Smadu Dumitru-Clementin Cercel Florin-Catalin Pop Mihaela-Claudia Cercel 65 0 0 06 Oct 2024
Episodic fine-tuning prototypical networks for optimization-based few-shot learning: Application to audio classification Xuanyu Zhuang Geoffroy Peeters Gaël Richard 40 0 0 04 Oct 2024
Adaptive Masking Enhances Visual Grounding Sen Jia Lei Li 80 0 0 04 Oct 2024
Recurrent Few-Shot model for Document Verification Maxime Talarmain Carlos Boned Sanket Biswas Oriol Ramos 68 1 0 03 Oct 2024
Unsupervised Meta-Learning via Dynamic Head and Heterogeneous Task Construction for Few-Shot Classification Yunchuan Guan Yu Liu Ketong Liu Ke Zhou Zhiqi Shen 78 1 0 03 Oct 2024
Reducing Variance in Meta-Learning via Laplace Approximation for Regression Tasks Alfredo Reichlin Gustaf Tegnér Miguel Vasco Hang Yin Mårten Björkman Danica Kragic 87 0 0 02 Oct 2024
TPN: Transferable Proto-Learning Network towards Few-shot Document-Level Relation Extraction Yu Zhang Zhao Kang ViT 79 1 0 01 Oct 2024
OpenKD: Opening Prompt Diversity for Zero- and Few-shot Keypoint Detection Changsheng Lu Zheyuan Liu Piotr Koniusz VLM 77 4 0 30 Sep 2024
FAST: A Dual-tier Few-Shot Learning Paradigm for Whole Slide Image Classification Kexue Fu Xiaoyuan Luo Linhao Qu Shuo Wang Ying Xiong Ilias Maglogiannis Longxiang Gao Manning Wang 70 2 0 29 Sep 2024
DOTA: Distributional Test-Time Adaptation of Vision-Language Models Zongbo Han Jialong Yang Junfan Li Qinghua Hu Qianli Xu Mike Zheng Shou Changqing Zhang TTA VLM 98 2 0 28 Sep 2024
Learning to Obstruct Few-Shot Image Classification over Restricted Classes Amber Yijia Zheng Chiao-An Yang Raymond A. Yeh 105 2 0 28 Sep 2024
Looking through the mind's eye via multimodal encoder-decoder networks Arman Afrasiyabi E. L. Busch Rahul Singh Dhananjay Bhaskar Laurent Caplette Nicholas Turk-Browne Smita Krishnaswamy 55 0 0 27 Sep 2024
An Enhanced Federated Prototype Learning Method under Domain Shift Liang Kuang Kuangpu Guo Jian Liang Jianguo Zhang FedML 85 0 0 27 Sep 2024
Search and Detect: Training-Free Long Tail Object Detection via Web-Image Retrieval Mankeerat Sidhu Hetarth Chopra Ansel Blume Jeonghwan Kim Revanth Gangi Reddy Heng Ji ObjD VLM 76 1 0 26 Sep 2024
AgMTR: Agent Mining Transformer for Few-shot Segmentation in Remote Sensing Hanbo Bi Yingchao Feng Yongqiang Mao Jianning Pei Wenhui Diao Hongqi Wang Xian Sun ViT 107 7 0 26 Sep 2024
Topic-aware Causal Intervention for Counterfactual Detection Thong Nguyen Truc-My Nguyen 117 1 0 25 Sep 2024
EvoFA: Evolvable Fast Adaptation for EEG Emotion Recognition Ming Jin Danni Zhang Gangming Zhao Changde Du Jinpeng Li TTA 80 0 0 24 Sep 2024
Adaptive Learning via a Negative Selection Strategy for Few-Shot Bioacoustic Event Detection Yaxiong Chen Xueping Zhang Yunfei Zi Shengwu Xiong 68 0 0 23 Sep 2024
Hierarchical end-to-end autonomous navigation through few-shot waypoint detection A. Ghafourian Zhongying CuiZhu Debo Shi Ian Chuang François Charette Rithik Sachdeva Iman Soltani 74 1 0 23 Sep 2024
A Feature Generator for Few-Shot Learning Heethanjan Kanagalingam Thenukan Pathmanathan Navaneethan Ketheeswaran Mokeeshan Vathanakumar Mohamed Afham Ranga Rodrigo 61 0 0 21 Sep 2024
Efficient and Effective Model Extraction Hongyu Zhu Wentao Hu Sichu Liang Fangqi Li Wenwen Wang Shilin Wang 62 0 0 21 Sep 2024
Across-Game Engagement Modelling via Few-Shot Learning Kosmas Pinitas Konstantinos Makantasis Georgios N. Yannakakis 76 1 0 19 Sep 2024
Few-Shot Learning Approach on Tuberculosis Classification Based on Chest X-Ray Images A.A.G. Yogi Pramana Faiz Ihza Permana Muhammad Fazil Maulana D. Fudholi 26 4 0 18 Sep 2024