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Matching Networks for One Shot Learning

13 June 2016

Papers citing "Matching Networks for One Shot Learning"

50 / 3,162 papers shown

Title
MetaWeather: Few-Shot Weather-Degraded Image Restoration Youngrae Kim Younggeol Cho Thanh-Tung Nguyen Seunghoon Hong Dongman Lee 82 2 0 28 Aug 2023
Unleash Model Potential: Bootstrapped Meta Self-supervised Learning Wenwen Qiang Changwen Zheng Jingyao Wang Changwen Zheng SSL 61 1 0 28 Aug 2023
A Survey of Imbalanced Learning on Graphs: Problems, Techniques, and Future Directions Zemin Liu Yuan N. Li Nan-Fang Chen Qian Wang Bryan Hooi Bin He FaML 81 15 0 26 Aug 2023
RestNet: Boosting Cross-Domain Few-Shot Segmentation with Residual Transformation Network Xinyang Huang Chuanglu Zhu Wenkai Chen 73 15 0 25 Aug 2023
PartSeg: Few-shot Part Segmentation via Part-aware Prompt Learning M. Han Heliang Zheng Chaoyue Wang Yong Luo Han Hu Jing Zhang Yonggang Wen VLM 75 3 0 24 Aug 2023
Understanding Self-attention Mechanism via Dynamical System Perspective Zhongzhan Huang Mingfu Liang Jinghui Qin Shan Zhong Liang Lin 73 15 0 19 Aug 2023
Boosting Few-shot Action Recognition with Graph-guided Hybrid Matching Jiazheng Xing Mengmeng Wang Yudi Ruan Bofan Chen Yaowei Guo B. Mu Guangwen Dai Jingdong Wang Yong-Jin Liu 75 20 0 18 Aug 2023
Towards Semi-supervised Learning with Non-random Missing Labels Yue Duan Zhen Zhao Lei Qi Luping Zhou Lei Wang Yinghuan Shi 76 9 0 17 Aug 2023
Is Meta-Learning the Right Approach for the Cold-Start Problem in Recommender Systems? Davide Buffelli Ashish Gupta Agnieszka Strzalka Vassilis Plachouras OffRL LRM 80 2 0 16 Aug 2023
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and Beyond Chen Shuai Meng Fanman Runtong Zhang Heqian Qiu Hongliang Li Wu Qingbo Xu Linfeng VLM 86 14 0 15 Aug 2023
On the Importance of Spatial Relations for Few-shot Action Recognition Yilun Zhang Yu Fu Xingjun Ma Lizhe Qi Jingjing Chen Zuxuan Wu Yueping Jiang ViT 80 10 0 14 Aug 2023
Approximating Human-Like Few-shot Learning with GPT-based Compression C.-Y. Huang Yuqing Xie Zhiying Jiang Jimmy J. Lin Ming Li 56 9 0 14 Aug 2023
Manifold DivideMix: A Semi-Supervised Contrastive Learning Framework for Severe Label Noise Fahimeh Fooladgar Minh-Son To P. Mousavi Purang Abolmaesumi NoLa 71 5 0 13 Aug 2023
IOSG: Image-driven Object Searching and Grasping Houjian Yu Xibai Lou Yang Yang Changhyun Choi 67 5 0 10 Aug 2023
Prototypical Kernel Learning and Open-set Foreground Perception for Generalized Few-shot Semantic Segmentation Kai Huang Fei Wang Ye Xi Yutao Gao 72 9 0 09 Aug 2023
Boosting Few-shot 3D Point Cloud Segmentation via Query-Guided Enhancement Zhen-Hu Ning Zhuotao Tian Guangming Lu Wenjie Pei 3DPC 76 14 0 06 Aug 2023
M $^3$ Net: Multi-view Encoding, Matching, and Fusion for Few-shot Fine-grained Action Recognition Hao Tang Jun Liu Shuanglin Yan Rui Yan Zechao Li Jinhui Tang 92 41 0 06 Aug 2023
Prototypes-oriented Transductive Few-shot Learning with Conditional Transport Long Tian Jing Feng Wenchao Chen Xiaoqiang Chai Liming Wang Xiyang Liu Bo Chen 102 14 0 06 Aug 2023
Meta-learning in healthcare: A survey Alireza Rafiei Ronald Moore S. Jahromi F. Hajati Rishikesan Kamaleswaran 98 9 0 05 Aug 2023
Neural Collapse Terminus: A Unified Solution for Class Incremental Learning and Its Variants Yibo Yang Haobo Yuan Hefei Ling Jianlong Wu Lefei Zhang Zhouchen Lin Philip Torr Dacheng Tao Guohao Li CLL 96 11 0 03 Aug 2023
Feature Noise Boosts DNN Generalization under Label Noise Lu Zeng Xuan Chen Xiaoshuang Shi Jikang Cheng MLT NoLa 58 2 0 03 Aug 2023
Multimodal Adaptation of CLIP for Few-Shot Action Recognition Jiazheng Xing Mengmeng Wang Xiaojun Hou Guangwen Dai Jingdong Wang Yong-Jin Liu VLM 67 0 0 03 Aug 2023
An Introduction to Bi-level Optimization: Foundations and Applications in Signal Processing and Machine Learning Yihua Zhang Prashant Khanduri Ioannis C. Tsaknakis Yuguang Yao Min-Fong Hong Sijia Liu AI4CE 115 31 0 01 Aug 2023
Adaptive Semantic Consistency for Cross-domain Few-shot Classification Hengchu Lu Yuanjie Shao Xiang Wang Changxin Gao 65 1 0 01 Aug 2023
Image Synthesis under Limited Data: A Survey and Taxonomy Mengping Yang Zhe Wang 91 10 0 31 Jul 2023
MetaDiff: Meta-Learning with Conditional Diffusion for Few-Shot Learning Baoquan Zhang Chuyao Luo Demin Yu Huiwei Lin Xutao Li Yunming Ye Bowen Zhang DiffM 134 46 0 31 Jul 2023
Few-shot Image Classification based on Gradual Machine Learning Nanway Chen Xianming Kuang Feiyu Liu K. Wang Qun Chen CLL VLM 77 3 0 28 Jul 2023
Task-Oriented Channel Attention for Fine-Grained Few-Shot Classification Subeen Lee WonJun Moon Hyun Seok Seong Jae-Pil Heo 83 1 0 28 Jul 2023
DiffKendall: A Novel Approach for Few-Shot Learning with Differentiable Kendall's Rank Correlation Kai Zheng Huishuai Zhang Weiran Huang 64 8 0 28 Jul 2023
EqGAN: Feature Equalization Fusion for Few-shot Image Generation Yingbo Zhou Zhihao Yue Yutong Ye Pengyu Zhang Xian Wei Mingsong Chen 91 1 0 27 Jul 2023
GenCo: An Auxiliary Generator from Contrastive Learning for Enhanced Few-Shot Learning in Remote Sensing Jing Wu N. Hovakimyan Jennifer Hobbs 72 14 0 27 Jul 2023
Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach Sanaz Karimijafarbigloo Reza Azad Dorit Merhof 70 12 0 26 Jul 2023
General Purpose Artificial Intelligence Systems (GPAIS): Properties, Definition, Taxonomy, Societal Implications and Responsible Governance I. Triguero Daniel Molina Javier Poyatos Javier Del Ser Francisco Herrera AI4TS AI4MH 122 5 0 26 Jul 2023
A Survey on Generative Modeling with Limited Data, Few Shots, and Zero Shot Milad Abdollahzadeh Touba Malekzadeh Christopher T. H. Teo Keshigeyan Chandrasegaran Guimeng Liu Ngai-Man Cheung VLM MedIm 127 24 0 26 Jul 2023
Cos R-CNN for Online Few-shot Object Detection G. P. Data Henry Howard-Jenkins D. W. Murray V. Prisacariu ObjD 41 1 0 25 Jul 2023
A meta learning scheme for fast accent domain expansion in Mandarin speech recognition Z. Zhu Changhao Shan Bihong Zhang Jian Yu 70 0 0 23 Jul 2023
Boundary-Refined Prototype Generation: A General End-to-End Paradigm for Semi-Supervised Semantic Segmentation Junhao Dong Zhu Meng Delong Liu Zhicheng Zhao Fei Su 77 4 0 19 Jul 2023
TinyTrain: Resource-Aware Task-Adaptive Sparse Training of DNNs at the Data-Scarce Edge Young D. Kwon Rui Li Stylianos I. Venieris Jagmohan Chauhan Nicholas D. Lane Cecilia Mascolo 65 9 0 19 Jul 2023
Towards a population-informed approach to the definition of data-driven models for structural dynamics G. Tsialiamanis N. Dervilis David J. Wagg K. Worden AI4CE 94 6 0 19 Jul 2023
Towards Task Sampler Learning for Meta-Learning Wenwen Qiang Jingyao Wang Xingzhe Su Changwen Zheng Gang Hua Hui Xiong 108 11 0 18 Jul 2023
Unifying Token and Span Level Supervisions for Few-Shot Sequence Labeling Zifeng Cheng Qingyu Zhou Zhiwei Jiang Xuemin Zhao Yunbo Cao Qing Gu 81 3 0 16 Jul 2023
One-Shot Action Recognition via Multi-Scale Spatial-Temporal Skeleton Matching Siyuan Yang Jun Liu Shijian Lu Er Meng Hwa Alex C. Kot 87 12 0 14 Jul 2023
Feature Activation Map: Visual Explanation of Deep Learning Models for Image Classification Yiwen Liao Yongsheng Gao Weichuan Zhang FAtt 30 0 0 11 Jul 2023
Advances and Challenges in Meta-Learning: A Technical Review Anna Vettoruzzo Mohamed-Rafik Bouguelia Joaquin Vanschoren Thorsteinn Rögnvaldsson K. Santosh OffRL 96 78 0 10 Jul 2023
FILM: How can Few-Shot Image Classification Benefit from Pre-Trained Language Models? Zihao Jiang Yunkai Dang Dong Pang Huishuai Zhang Weiran Huang VLM 89 2 0 09 Jul 2023
Distilling Self-Supervised Vision Transformers for Weakly-Supervised Few-Shot Classification & Segmentation Dahyun Kang Piotr Koniusz Minsu Cho Naila Murray VLM ViT 85 26 0 07 Jul 2023
Proto-CLIP: Vision-Language Prototypical Network for Few-Shot Learning P. JishnuJaykumar Kamalesh Palanisamy Yu-Wei Chao Xinya Du Yu Xiang VLM 68 15 0 06 Jul 2023
Task-Specific Alignment and Multiple Level Transformer for Few-Shot Action Recognition Fei-Yu Guo Li Zhu Yiwang Wang Jing Sun ViT 78 8 0 05 Jul 2023
LPN: Language-guided Prototypical Network for few-shot classification Kaihui Cheng Chule Yang Xiao Liu Naiyang Guan Zhiyuan Wang 94 0 0 04 Jul 2023
AdAM: Few-Shot Image Generation via Adaptation-Aware Kernel Modulation Yunqing Zhao Keshigeyan Chandrasegaran Abdollahzadeh Milad Chao Du Tianyu Pang Ruoteng Li Henghui Ding Ngai-Man Cheung 69 0 0 04 Jul 2023