Generalizing from a Few Examples: A Survey on Few-Shot Learning

10 April 2019

Papers citing "Generalizing from a Few Examples: A Survey on Few-Shot Learning"

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Title
Human Behavior in the Time of COVID-19: Learning from Big Data Hanjia Lyu Arsal Imtiaz Yufei Zhao Jiebo Luo 20 6 0 23 Mar 2023
Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey Huali Xu Shuaifeng Zhi Shuzhou Sun Vishal M. Patel Li Liu 32 13 0 15 Mar 2023
ViM: Vision Middleware for Unified Downstream Transferring Yutong Feng Biao Gong Jianwen Jiang Yiliang Lv Yujun Shen Deli Zhao Jingren Zhou 32 1 0 13 Mar 2023
Few-Shot Point Cloud Semantic Segmentation via Contrastive Self-Supervision and Multi-Resolution Attention Jiahui Wang H. Zhu Haoren Guo Abdullah Al Mamun Cheng Xiang T. Lee 3DPC 20 12 0 21 Feb 2023
Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification I. Ullah Dustin Carrión-Ojeda Sergio Escalera Isabelle M Guyon Mike Huisman F. Mohr Jan N van Rijn Haozhe Sun Joaquin Vanschoren P. Vu VLM 22 32 0 16 Feb 2023
Generalized Few-Shot Continual Learning with Contrastive Mixture of Adapters Yawen Cui Zitong Yu Rizhao Cai Xuna Wang Alex C. Kot Li Liu CLL 25 7 0 12 Feb 2023
A Systematic Evaluation and Benchmark for Embedding-Aware Generative Models: Features, Models, and Any-shot Scenarios Liangjun Feng Jiancheng Zhao Chunhui Zhao VLM 29 0 0 08 Feb 2023
Multi-organ segmentation: a progressive exploration of learning paradigms under scarce annotation Shiman Li Haoran Wang Yucong Meng Chenxi Zhang Zhijian Song 29 6 0 07 Feb 2023
AuthentiSense: A Scalable Behavioral Biometrics Authentication Scheme using Few-Shot Learning for Mobile Platforms Hossein Fereidooni Jan König Phillip Rieger Marco Chilese Bora Gökbakan Moritz Finke Alexandra Dmitrienko A. Sadeghi HAI 16 12 0 06 Feb 2023
P3DC-Shot: Prior-Driven Discrete Data Calibration for Nearest-Neighbor Few-Shot Classification Shuang Wang Rui Ma Tieru Wu Yang Cao 18 5 0 02 Jan 2023
MSV Challenge 2022: NPU-HC Speaker Verification System for Low-resource Indian Languages Yue Li Li Lyna Zhang Na Wang Jie Liu Linfu Xie 30 0 0 30 Nov 2022
Deep Emotion Recognition in Textual Conversations: A Survey Patrícia Pereira Helena Moniz Joao Paulo Carvalho 31 15 0 16 Nov 2022
Show Me the Instruments: Musical Instrument Retrieval from Mixture Audio Kyungsuk Kim Minju Park Ha-na Joung Yunkee Chae Yeongbeom Hong Seonghyeon Go Kyogu Lee 11 6 0 15 Nov 2022
Enhancing Few-shot Image Classification with Cosine Transformer Quang-Huy Nguyen Cuong Q. Nguyen Dung D. Le Hieu H. Pham ViT 21 12 0 13 Nov 2022
Few-Shot Learning for Biometric Verification S. Ahmed Umaid M. Zaffar M. Aslam M. I. Malik 13 0 0 12 Nov 2022
Unlearning Graph Classifiers with Limited Data Resources Chao Pan Eli Chien O. Milenkovic MU 23 32 0 06 Nov 2022
Teacher-Student Network for 3D Point Cloud Anomaly Detection with Few Normal Samples Jianjian Qin Chunzhi Gu Junzhou Yu Chaoxi Zhang 3DPC 26 12 0 31 Oct 2022
A Survey on Causal Representation Learning and Future Work for Medical Image Analysis Chang-Tien Lu OOD BDL CML MedIm 26 0 0 28 Oct 2022
A Comparative Attention Framework for Better Few-Shot Object Detection on Aerial Images Pierre Le Jeune Anissa Zergaïnoh-Mokraoui ObjD 16 3 0 25 Oct 2022
CobNet: Cross Attention on Object and Background for Few-Shot Segmentation Haoyan Guan Michael W. Spratling 27 0 0 21 Oct 2022
Self-Supervised Representation Learning for CAD Benjamin T. Jones Michael Hu Vladimir G. Kim Adriana Schulz SSL AI4CE 21 18 0 19 Oct 2022
Aligning MAGMA by Few-Shot Learning and Finetuning Jean-Charles Layoun Alexis Roger Irina Rish VLM 19 2 0 18 Oct 2022
Learning to Sample and Aggregate: Few-shot Reasoning over Temporal Knowledge Graphs Ruijie Wang Zheng Li Dachun Sun Shengzhong Liu Jinning Li Bing Yin Tarek F. Abdelzaher OffRL 21 41 0 16 Oct 2022
Knowledge-Driven New Drug Recommendation Zhenbang Wu Huaxiu Yao Zhe Su David M. Liebovitz Lucas Glass James Y. Zou Chelsea Finn Jimeng Sun 18 4 0 11 Oct 2022
Multi-Modal Fusion by Meta-Initialization Matthew Jackson Shreshth A. Malik Michael T. Matthews Yousuf Mohamed-Ahmed 26 0 0 10 Oct 2022
Centerpoints Are All You Need in Overhead Imagery James Mason Inder Mark Lowell A. J. Maltenfort 3DPC 31 2 0 04 Oct 2022
Active Transfer Prototypical Network: An Efficient Labeling Algorithm for Time-Series Data Yuqi Zhu M. Tnani Timo Jahnz Klaus Diepold 11 0 0 28 Sep 2022
AirFi: Empowering WiFi-based Passive Human Gesture Recognition to Unseen Environment via Domain Generalization Dazhuo Wang Jianfei Yang Wei Cui Lihua Xie S. Sun 22 28 0 21 Sep 2022
Adaptive Local-Component-aware Graph Convolutional Network for One-shot Skeleton-based Action Recognition Anqi Zhu Qiuhong Ke Mingming Gong James Bailey 31 21 0 21 Sep 2022
Socially Enhanced Situation Awareness from Microblogs using Artificial Intelligence: A Survey Rabindra Lamsal Aaron Harwood M. Read 32 20 0 13 Sep 2022
Weak Supervision in Analysis of News: Application to Economic Policy Uncertainty Paul Trust A. Zahran R. Minghim 6 0 0 10 Aug 2022
Edge-centric Optimization of Multi-modal ML-driven eHealth Applications A. Kanduri Sina Shahhosseini Emad Kasaeyan Naeini Hamid Alikhani P. Liljeberg N. Dutt Amir M. Rahmani 28 7 0 04 Aug 2022
FewSOL: A Dataset for Few-Shot Object Learning in Robotic Environments P. JishnuJaykumar Yu-Wei Chao Yu Xiang 17 11 0 06 Jul 2022
CAM/CAD Point Cloud Part Segmentation via Few-Shot Learning Jiahui Wang H. Zhu Haoren Guo Abdullah Al Mamun V. Prahlad T. Lee 3DPC 29 4 0 04 Jul 2022
Data-Efficient Learning via Minimizing Hyperspherical Energy Xiaofeng Cao Weiyang Liu Ivor W. Tsang 16 8 0 30 Jun 2022
Single Morphing Attack Detection using Siamese Network and Few-shot Learning Juan Tapia Daniel Schulz Christoph Busch CVBM 17 4 0 22 Jun 2022
A Survey of Automated Data Augmentation Algorithms for Deep Learning-based Image Classification Tasks Z. Yang Richard Sinnott James Bailey Qiuhong Ke 20 39 0 14 Jun 2022
Diagnosing Ensemble Few-Shot Classifiers Weikai Yang Xi Ye Xingxing Zhang Lanxi Xiao Jiazhi Xia Zhongyuan Wang Jun Zhu Hanspeter Pfister Shixia Liu 25 16 0 09 Jun 2022
Two Decades of Bengali Handwritten Digit Recognition: A Survey A. A. Ashikur Rahman Md. Bakhtiar Hasan Sabbir Ahmed Tasnim Ahmed Md. Hamjajul Ashmafee Mohammad Ridwan Kabir M. H. Kabir 30 24 0 05 Jun 2022
The Spike Gating Flow: A Hierarchical Structure Based Spiking Neural Network for Online Gesture Recognition Zihao Zhao Yanhong Wang Qiaosha Zou Tie Xu Fangbo Tao Jiansong Zhang Xiaoan Wang Chuanjin Richard Shi Junwen Luo Yuan Xie 40 1 0 04 Jun 2022
Modeling Image Composition for Complex Scene Generation Zuopeng Yang Daqing Liu Chaoyue Wang J. Yang Dacheng Tao ViT 34 50 0 02 Jun 2022
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities Yisheng Song Ting-Yuan Wang S. Mondal J. P. Sahoo SLR 50 342 0 13 May 2022
Generating Representative Samples for Few-Shot Classification Jingyi Xu Hieu M. Le VLM 13 61 0 05 May 2022
DL4SciVis: A State-of-the-Art Survey on Deep Learning for Scientific Visualization Chaoli Wang J. Han 28 36 0 13 Apr 2022
CFA: Constraint-based Finetuning Approach for Generalized Few-Shot Object Detection Karim Guirguis Ahmed Hendawy George Eskandar Mohamed Abdelsamad Matthias Kayser Jürgen Beyerer 19 15 0 11 Apr 2022
Machine Learning and Deep Learning -- A review for Ecologists Maximilian Pichler F. Hartig 36 124 0 11 Apr 2022
Universal Representations: A Unified Look at Multiple Task and Domain Learning Wei-Hong Li Xialei Liu Hakan Bilen SSL OOD 28 27 0 06 Apr 2022
Too Big to Fail? Active Few-Shot Learning Guided Logic Synthesis A. B. Chowdhury Benjamin Tan Ryan Carey Tushit Jain Ramesh Karri S. Garg 26 3 0 05 Apr 2022
Integrative Few-Shot Learning for Classification and Segmentation Dahyun Kang Minsu Cho VLM 24 59 0 29 Mar 2022
Enabling hand gesture customization on wrist-worn devices Xuhai Xu Jun Gong Carolina Brum Lilian Liang Bongsoo Suh ... Heri Nieto Scott E. Hudson Charlie Maalouf S. Mousavi Gierad Laput 25 65 0 29 Mar 2022