A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities

13 May 2022

Papers citing "A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities"

50 / 131 papers shown

Title
Automatic Combination of Sample Selection Strategies for Few-Shot Learning Branislav Pecher Ivan Srba M. Bieliková Joaquin Vanschoren 23 1 0 05 Feb 2024
COMET: Contrastive Mean Teacher for Online Source-Free Universal Domain Adaptation Pascal Schlachter Bin Yang 11 1 0 31 Jan 2024
Capturing Pertinent Symbolic Features for Enhanced Content-Based Misinformation Detection Flavio Merenda José Manuél Gómez-Pérez 15 0 0 29 Jan 2024
When Geoscience Meets Generative AI and Large Language Models: Foundations, Trends, and Future Challenges Abdenour Hadid Tanujit Chakraborty Daniel Busby AI4CE 10 11 0 25 Jan 2024
Low-Resource Vision Challenges for Foundation Models Yunhua Zhang Hazel Doughty Cees G. M. Snoek VLM 22 5 0 09 Jan 2024
Controllable Image Synthesis of Industrial Data Using Stable Diffusion Gabriele Valvano Antonino Agostino Giovanni De Magistris Antonino Graziano Giacomo Veneri 24 5 0 06 Jan 2024
BIRB: A Generalization Benchmark for Information Retrieval in Bioacoustics Jenny Hamer Eleni Triantafillou B. V. Merrienboer Stefan Kahl Holger Klinck Tom Denton Vincent Dumoulin 23 14 0 12 Dec 2023
A Novel Federated Learning-Based IDS for Enhancing UAVs Privacy and Security Ozlem Ceviz Pinar Sadioglu Sevil Sen U. York 20 1 0 07 Dec 2023
Experts-in-the-Loop: Establishing an Effective Workflow in Crafting Privacy Q&A Zahra Kolagar Anna Leschanowsky Birgit Popp 22 1 0 18 Nov 2023
Tabular Few-Shot Generalization Across Heterogeneous Feature Spaces Max Zhu Katarzyna Kobalczyk Andrija Petrović Mladen Nikolic M. Schaar Boris Delibasic Petro Lio 19 2 0 16 Nov 2023
MyriadAL: Active Few Shot Learning for Histopathology Nico Schiavone Jingyi Wang Shuangzhi Li Roger J. Zemp Xingyu Li 11 1 0 24 Oct 2023
New Environment Adaptation with Few Shots for OFDM Receiver and mmWave Beamforming Ouya Wang Shenglong Zhou Geoffrey Ye Li 13 4 0 18 Oct 2023
CacheGen: KV Cache Compression and Streaming for Fast Language Model Serving Yuhan Liu Hanchen Li Yihua Cheng Siddhant Ray Yuyang Huang ... Ganesh Ananthanarayanan Michael Maire Henry Hoffmann Ari Holtzman Junchen Jiang 47 41 0 11 Oct 2023
Generalized Cross-domain Multi-label Few-shot Learning for Chest X-rays Aroof Aimen Arsh Verma Makarand Tapaswi N. C. Krishnan 12 0 0 08 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 11 1 0 05 Sep 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 11 12 0 26 Aug 2023
Trustworthy Representation Learning Across Domains Ronghang Zhu Dongliang Guo Daiqing Qi Zhixuan Chu Xiang Yu Sheng R. Li FaML AI4TS 21 2 0 23 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 11 1 0 16 Aug 2023
SSTFormer: Bridging Spiking Neural Network and Memory Support Transformer for Frame-Event based Recognition Xiao Wang Zong-Yao Wu Yao Rong Lin Zhu Bowei Jiang Jin Tang Yonghong Tian ViT 64 14 0 08 Aug 2023
ALE: A Simulation-Based Active Learning Evaluation Framework for the Parameter-Driven Comparison of Query Strategies for NLP Philipp Kohl Nils Freyer Yoka Krämer H. Werth Steffen Wolf Bodo Kraft Matthias Meinecke Albert Zündorf 14 1 0 01 Aug 2023
The Hitchhiker's Guide to Program Analysis: A Journey with Large Language Models Haonan Li Yu Hao Yizhuo Zhai Zhiyun Qian LLMAG 17 24 0 01 Aug 2023
Image Synthesis under Limited Data: A Survey and Taxonomy Mengping Yang Zhe Wang 28 8 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 14 1 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 14 1 0 27 Jul 2023
SINC: Self-Supervised In-Context Learning for Vision-Language Tasks Yi-Syuan Chen Yun-Zhu Song Cheng Yu Yeo Bei Liu Jianlong Fu Hong-Han Shuai VLM LRM 18 4 0 15 Jul 2023
Towards Open Vocabulary Learning: A Survey Jianzong Wu Xiangtai Li Shilin Xu Haobo Yuan Henghui Ding ... Jiangning Zhang Yu Tong Xudong Jiang Bernard Ghanem Dacheng Tao ObjD VLM 25 134 0 28 Jun 2023
FewSAR: A Few-shot SAR Image Classification Benchmark Rui Zhang Ziqi Wang Y. Li Jiabao Wang Zhiteng Wang 12 1 0 16 Jun 2023
DVFO: Learning-Based DVFS for Energy-Efficient Edge-Cloud Collaborative Inference Ziyang Zhang Yang Zhao Huan Li Changyao Lin Jie Liu 23 13 0 02 Jun 2023
Augmentation-aware Self-supervised Learning with Conditioned Projector Marcin Przewike'zlikowski Mateusz Pyla Bartosz Zieliñski Bartlomiej Twardowski Jacek Tabor Marek Śmieja SSL 14 2 0 31 May 2023
SuSana Distancia is all you need: Enforcing class separability in metric learning via two novel distance-based loss functions for few-shot image classification M. Mendez-Ruiz Jorge Gonzalez-Zapata Iván Reyes-Amezcua Daniel Flores-Araiza F. Lopez-Tiro Andres Mendez-Vazquez G. Ochoa-Ruiz 17 0 0 15 May 2023
A Survey on Deep Learning-Based Monocular Spacecraft Pose Estimation: Current State, Limitations and Prospects Leo Pauly Wassim Rharbaoui Carl Shneider A. Rathinam Vincent Gaudillière Djamila Aouada 13 44 0 12 May 2023
A Survey on the Robustness of Computer Vision Models against Common Corruptions Shunxin Wang Raymond N. J. Veldhuis Christoph Brune N. Strisciuglio OOD VLM 21 11 0 10 May 2023
A Survey on Few-Shot Class-Incremental Learning Song Tian Lusi Li Weijun Li Hang Ran X. Ning Prayag Tiwari CLL 19 99 0 17 Apr 2023
LSFSL: Leveraging Shape Information in Few-shot Learning Deepan Padmanabhan Shruthi Gowda Elahe Arani Bahram Zonooz 14 6 0 13 Apr 2023
Learning Expressive Prompting With Residuals for Vision Transformers Rajshekhar Das Yonatan Dukler Avinash Ravichandran A. Swaminathan VLM VPVLM 23 19 0 27 Mar 2023
$Δ$ -Patching: A Framework for Rapid Adaptation of Pre-trained Convolutional Networks without Base Performance Loss Chaitanya Devaguptapu Samarth Sinha K. J. Joseph V. Balasubramanian Animesh Garg 55 1 0 26 Mar 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 13 2 0 25 Mar 2023
Whole-slide-imaging Cancer Metastases Detection and Localization with Limited Tumorous Data Yinsheng He Xingyu Li MedIm 17 2 0 18 Mar 2023
Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey Huali Xu Shuaifeng Zhi Shuzhou Sun Vishal M. Patel Li Liu 23 13 0 15 Mar 2023
MAViC: Multimodal Active Learning for Video Captioning Gyanendra Das Xavier Thomas Anant Raj Vikram Gupta 9 2 0 11 Dec 2022
Novel transfer learning schemes based on Siamese networks and synthetic data Dominik Stallmann Philip Kenneweg Barbara Hammer 10 6 0 21 Nov 2022
Visual Semantic Segmentation Based on Few/Zero-Shot Learning: An Overview Wenqi Ren Yang Tang Qiyu Sun Chaoqiang Zhao Qing‐Long Han VLM 11 41 0 13 Nov 2022
KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles Dominik Filipiak A. Fensel A. Filipowska 12 1 0 06 Nov 2022
Dual-distribution discrepancy with self-supervised refinement for anomaly detection in medical images Yu Cai Hao Chen Xin Yang Yu Zhou Kwang-Ting Cheng 13 45 0 09 Oct 2022
Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive Learning Dong Huk Park Jongmin Lee ObjD 12 11 0 15 Aug 2022
Pseudo-Labeling Based Practical Semi-Supervised Meta-Training for Few-Shot Learning Xingping Dong Shengcai Liao Bo Du Ling Shao 17 3 0 14 Jul 2022
Integrally Migrating Pre-trained Transformer Encoder-decoders for Visual Object Detection Feng Liu Xiaosong Zhang Zhiliang Peng Zonghao Guo Fang Wan Xian-Wei Ji QiXiang Ye ObjD 43 20 0 19 May 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,337 0 11 Nov 2021
FewNLU: Benchmarking State-of-the-Art Methods for Few-Shot Natural Language Understanding Yanan Zheng Jing Zhou Yujie Qian Ming Ding Chonghua Liao Jian Li Ruslan Salakhutdinov Jie Tang Sebastian Ruder Zhilin Yang ELM 204 29 0 27 Sep 2021
CPT: Colorful Prompt Tuning for Pre-trained Vision-Language Models Yuan Yao Ao Zhang Zhengyan Zhang Zhiyuan Liu Tat-Seng Chua Maosong Sun MLLM VPVLM VLM 194 218 0 24 Sep 2021