Learning from Few Examples: A Summary of Approaches to Few-Shot Learning

7 March 2022

Papers citing "Learning from Few Examples: A Summary of Approaches to Few-Shot Learning"

50 / 55 papers shown

Title
Unbiased Max-Min Embedding Classification for Transductive Few-Shot Learning: Clustering and Classification Are All You Need Yang Liu Feixiang Liu Jiale Du Xinbo Gao Jungong Han 32 0 0 28 Mar 2025
Stein Discrepancy for Unsupervised Domain Adaptation Anneke von Seeger Dongmian Zou Gilad Lerman 84 0 0 24 Feb 2025
Few-shot Species Range Estimation Christian Lange Max Hamilton Elijah Cole Alexander Shepard Samuel Heinrich Angela Zhu Subhransu Maji Grant Van Horn Oisin Mac Aodha 73 0 0 24 Feb 2025
Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms Fatemeh Askari Amirreza Fateh Mohammad Reza Mohammadi 67 3 0 17 Jan 2025
AFANet: Adaptive Frequency-Aware Network for Weakly-Supervised Few-Shot Semantic Segmentation Jiaqi Ma Guo-Sen Xie Fang Zhao Zechao Li 32 0 0 23 Dec 2024
Aspect-Based Few-Shot Learning Tim van Engeland Lu Yin Vlado Menkovski 71 0 0 17 Dec 2024
Hyperspectral Imaging-Based Grain Quality Assessment With Limited Labelled Data Priyabrata Karmakar Manzur Murshed S. Teng 30 0 0 17 Nov 2024
Trends, Challenges, and Future Directions in Deep Learning for Glaucoma: A Systematic Review Mahtab Faraji Homa Rashidisabet George R. Nahass R. Chan Thasarat S Vajaranant Darvin Yi 17 0 0 07 Nov 2024
Few-Shot Task Learning through Inverse Generative Modeling Aviv Netanyahu Yilun Du Antonia Bronars Jyothish Pari J. Tenenbaum Tianmin Shu Pulkit Agrawal 44 1 0 07 Nov 2024
FEET: A Framework for Evaluating Embedding Techniques Simon A. Lee John Lee Jeffrey N. Chiang 29 3 0 02 Nov 2024
Opportunities and Challenges of Generative-AI in Finance Akshar Prabhu Desai Ganesh Satish Mallya Mohammad Luqman Tejasvi Ravi Nithya Kota Pranjul Yadav AIFin 31 2 0 21 Oct 2024
Balancing Label Quantity and Quality for Scalable Elicitation Alex Troy Mallen Nora Belrose 25 1 0 17 Oct 2024
VideoSAM: Open-World Video Segmentation Pinxue Guo Zixu Zhao Jianxiong Gao Chongruo Wu Tong He Zheng Zhang Tianjun Xiao Wenqiang Zhang VOS 26 0 0 11 Oct 2024
Life, uh, Finds a Way: Systematic Neural Search Alex Baranski Jun Tani 13 0 0 02 Oct 2024
CtRNet-X: Camera-to-Robot Pose Estimation in Real-world Conditions Using a Single Camera Jingpei Lu Zekai Liang Tristin Xie Florian Ritcher Shan Lin Sainan Liu Michael C. Yip 29 4 0 16 Sep 2024
LLM-DER:A Named Entity Recognition Method Based on Large Language Models for Chinese Coal Chemical Domain Le Xiao Yunfei Xu Jing Zhao 22 1 0 16 Sep 2024
Self-supervised Learning for Acoustic Few-Shot Classification Jingyong Liang Bernd Meyer Issac Ning Lee Thanh-Toan Do SSL 47 0 0 15 Sep 2024
Reading ability detection using eye-tracking data with LSTM-based few-shot learning Nanxi Li Hongjiang Wang Zehui Zhan 21 0 0 13 Sep 2024
Image-to-Lidar Relational Distillation for Autonomous Driving Data Anas Mahmoud Ali Harakeh Steven Waslander 16 0 0 01 Sep 2024
Comparison of Embedded Spaces for Deep Learning Classification Stefan Scholl 23 0 0 03 Aug 2024
Many-Shot In-Context Learning in Multimodal Foundation Models Yixing Jiang Jeremy Irvin Ji Hun Wang Muhammad Ahmed Chaudhry Jonathan H. Chen Andrew Y. Ng VLM 41 26 0 16 May 2024
Few-Shot Fruit Segmentation via Transfer Learning Jordan A. James Heather K. Manching Amanda M. Hulse-Kemp William J. Beksi 21 1 0 04 May 2024
A Survey of Few-Shot Learning for Biomedical Time Series Chenqi Li Timothy Denison Tingting Zhu 22 1 0 03 May 2024
Retrieval Augmented Generation for Domain-specific Question Answering Sanat Sharma David Seunghyun Yoon Franck Dernoncourt Dewang Sultania Karishma Bagga Mengjiao Zhang Trung Bui Varun Kotte RALM 28 9 0 23 Apr 2024
A Phone-based Distributed Ambient Temperature Measurement System with An Efficient Label-free Automated Training Strategy Dayin Chen Xiaodan Shi Haoran Zhang Xuan Song Dong-juan Zhang Yuntian Chen Jinyue Yan 11 1 0 16 Apr 2024
Clinical information extraction for Low-resource languages with Few-shot learning using Pre-trained language models and Prompting Phillip Richter-Pechanski Philipp Wiesenbach Dominic M. Schwab Christina Kiriakou Nicolas Geis Christoph Dieterich Anette Frank 24 4 0 20 Mar 2024
A Comprehensive Review of Machine Learning Advances on Data Change: A Cross-Field Perspective Jeng-Lin Li Chih-Fan Hsu Ming-Ching Chang Wei-Chao Chen OOD 36 2 0 20 Feb 2024
Hyperbolic Space with Hierarchical Margin Boosts Fine-Grained Learning from Coarse Labels Shu-Lin Xu Yifan Sun Faen Zhang Anqi Xu Xiu-Shen Wei Yi Yang 13 5 0 18 Nov 2023
Dual-channel Prototype Network for few-shot Classification of Pathological Images Hao Quan Xinjia Li Dayu Hu Tianhang Nan Xiaoyu Cui 13 0 0 14 Nov 2023
Plug-and-Play Feature Generation for Few-Shot Medical Image Classification Qianyu Guo Huifang Du Xing Jia Shuyong Gao Yan Teng Haofen Wang Wenqiang Zhang MedIm VLM 10 0 0 14 Oct 2023
Advancing Perception in Artificial Intelligence through Principles of Cognitive Science Palaash Agrawal Cheston Tan Heena Rathore 44 1 0 13 Oct 2023
Domain Adaptive Few-Shot Open-Set Learning Debabrata Pal Deeptej More Sai Bhargav Dipesh Tamboli Vaneet Aggarwal Biplab Banerjee 24 2 0 22 Sep 2023
Generalized Cross-domain Multi-label Few-shot Learning for Chest X-rays Aroof Aimen Arsh Verma Makarand Tapaswi N. C. Krishnan 25 0 0 08 Sep 2023
CDFSL-V: Cross-Domain Few-Shot Learning for Videos Sarinda Samarasinghe Mamshad Nayeem Rizve Navid Kardan M. Shah 13 11 0 07 Sep 2023
Dual Adversarial Alignment for Realistic Support-Query Shift Few-shot Learning Siyang Jiang Rui Fang Hsi-Wen Chen Wei Ding Ming-Syan Chen 16 1 0 05 Sep 2023
Towards Task Sampler Learning for Meta-Learning Jingyao Wang Wenwen Qiang Xingzhe Su Changwen Zheng Fuchun Sun Hui Xiong 13 9 0 18 Jul 2023
TinyMetaFed: Efficient Federated Meta-Learning for TinyML Haoyu Ren Xue Li Darko Anicic Thomas Runkler 16 3 0 13 Jul 2023
Cases of EFL Secondary Students' Prompt Engineering Pathways to Complete a Writing Task with ChatGPT David James Woo Kai Guo Hengky Susanto 19 3 0 19 Jun 2023
Learning to detect an animal sound from five examples I. Nolasco Shubhr Singh V. Morfi Vincent Lostanlen A. Strandburg-Peshkin ... Michael G. Emmerson E. Versace E. Grout Haohe Liu D. Stowell 36 37 0 22 May 2023
You Never Get a Second Chance To Make a Good First Impression: Seeding Active Learning for 3D Semantic Segmentation Nermin Samet Oriane Siméoni Gilles Puy Georgy Ponimatkin Renaud Marlet Vincent Lepetit 3DPC 18 4 0 23 Apr 2023
ForamViT-GAN: Exploring New Paradigms in Deep Learning for Micropaleontological Image Analysis Ivan Ferreira-Chacua A. Koeshidayatullah 20 2 0 09 Apr 2023
Vision Models Can Be Efficiently Specialized via Few-Shot Task-Aware Compression Denis Kuznedelev Soroush Tabesh Kimia Noorbakhsh Elias Frantar Sara Beery Eldar Kurtic Dan Alistarh MQ VLM 15 2 0 25 Mar 2023
Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey Huali Xu Shuaifeng Zhi Shuzhou Sun Vishal M. Patel Li Liu 25 13 0 15 Mar 2023
Mask-guided BERT for Few Shot Text Classification Wenxiong Liao Zheng Liu Haixing Dai Zihao Wu Yiyang Zhang ... Dajiang Zhu Tianming Liu Sheng R. Li Xiang Li Hongmin Cai VLM 36 39 0 21 Feb 2023
Improving Few-Shot Generalization by Exploring and Exploiting Auxiliary Data Alon Albalak Colin Raffel William Yang Wang 14 10 0 01 Feb 2023
Reference Twice: A Simple and Unified Baseline for Few-Shot Instance Segmentation Yue Han Jiangning Zhang Zhucun Xue Chao Xu Xintian Shen Yabiao Wang Chengjie Wang Yong Liu Xiangtai Li 27 16 0 03 Jan 2023
Visual Semantic Segmentation Based on Few/Zero-Shot Learning: An Overview Wenqi Ren Yang Tang Qiyu Sun Chaoqiang Zhao Qing‐Long Han VLM 13 41 0 13 Nov 2022
EEG-Fest: Few-shot based Attention Network for Driver's Vigilance Estimation with EEG Signals Ning Ding Ce Zhang A. Eskandarian 28 4 0 07 Nov 2022
Memory-Based Label-Text Tuning for Few-Shot Class-Incremental Learning Jinze Li Yan Bai Yihang Lou Xiongkun Linghu Jianzhong He Shaoyun Xu Tao Bai VLM CLL 9 2 0 03 Jul 2022
Privacy Enhancement for Cloud-Based Few-Shot Learning Archit Parnami Muhammad Usama Liyue Fan Minwoo Lee 14 1 0 10 May 2022