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Rethinking Generalization in Few-Shot Classification

Neural Information Processing Systems (NeurIPS), 2022

15 June 2022

Mehrtash Harandi

Papers citing "Rethinking Generalization in Few-Shot Classification"

31 / 31 papers shown

Title
Connecting Giants: Synergistic Knowledge Transfer of Large Multimodal Models for Few-Shot LearningInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Hao Tang Shengfeng He Jing Qin 160 2 0 13 Oct 2025
VT-FSL: Bridging Vision and Text with LLMs for Few-Shot Learning Wenhao Li Qiangchang Wang Xianjing Meng Z. Wu Yilong Yin VLM 308 0 0 29 Sep 2025
BATR-FST: Bi-Level Adaptive Token Refinement for Few-Shot Transformers Mohammed Al-Habib Zuping Zhang Abdulrahman Noman 96 0 0 16 Sep 2025
Stochastic-based Patch Filtering for Few-Shot Learning Javier Rodenas Eduardo Aguilar Petia Radeva 52 0 0 13 Aug 2025
Slot Attention-based Feature Filtering for Few-Shot Learning Javier Rodenas Eduardo Aguilar Petia Radeva 92 0 0 13 Aug 2025
Color as the Impetus: Transforming Few-Shot Learner Chaofei Qi Zhitai Liu Jianbin Qiu VLM 227 0 0 29 Jul 2025
MetaLab: Few-Shot Game Changer for Image Recognition Chaofei Qi Zhitai Liu Jianbin Qiu 138 0 0 29 Jul 2025
Brain Inspired Adaptive Memory Dual-Net for Few-Shot Image Classification Kexin Di Xiuxing Li Yuyang Han Ziyu Li Qing Li Xia Wu VLM 198 0 0 10 Mar 2025
A Simple Task-aware Contrastive Local Descriptor Selection Strategy for Few-shot Learning between inter class and intra classInternational Conference on Artificial Neural Networks (ICANN), 2024 Qian Qiao Yu Xie Shaoyao Huang Fanzhang Li 262 0 0 12 Aug 2024
Siamese Transformer Networks for Few-shot Image Classification Weihao Jiang Shuoxi Zhang Kun He ViT 303 0 0 16 Jul 2024
Unleash the Power of Local Representations for Few-Shot Classification Shi Tang Guiming Luo Xinchen Ye Zhiyi Xia 210 1 0 02 Jul 2024
Like Humans to Few-Shot Learning through Knowledge Permeation of Vision and Text Yuyu Jia Qing Zhou Wei Huang Junyu Gao Qi. Wang VLM 218 2 0 21 May 2024
Class-relevant Patch Embedding Selection for Few-Shot Image Classification Weihao Jiang Haoyang Cui Kun He VLM 202 2 0 06 May 2024
Intra-task Mutual Attention based Vision Transformer for Few-Shot Learning Weihao Jiang Yu Xie Kun He ViT 290 1 0 06 May 2024
Show and Grasp: Few-shot Semantic Segmentation for Robot Grasping through Zero-shot Foundation Models Leonardo Barcellona Alberto Bacchin Matteo Terreran Emanuele Menegatti Stefano Ghidoni 159 4 0 19 Apr 2024
Robust Few-Shot Ensemble Learning with Focal Diversity-Based Pruning Selim Furkan Tekin Fatih Ilhan Tiansheng Huang Sihao Hu Ka-Ho Chow Margaret Loper Ling Liu 213 2 0 05 Apr 2024
Discriminative Sample-Guided and Parameter-Efficient Feature Space Adaptation for Cross-Domain Few-Shot Learning Rashindrie Perera Saman K. Halgamuge 337 11 0 07 Mar 2024
Task Attribute Distance for Few-Shot Learning: Theoretical Analysis and Applications Minyang Hu Hong Chang Zong Guo Bingpeng Ma Shiguang Shan Xilin Chen VLM 321 1 0 06 Mar 2024
CLCE: An Approach to Refining Cross-Entropy and Contrastive Learning for Optimized Learning Fusion Zijun Long George Killick Lipeng Zhuang Gerardo Aragon Camarasa Zaiqiao Meng R. McCreadie VLM 213 7 0 22 Feb 2024
BECLR: Batch Enhanced Contrastive Few-Shot Learning Stylianos Poulakakis-Daktylidis Hadi Jamali Rad 247 7 0 04 Feb 2024
Simple Semantic-Aided Few-Shot LearningComputer Vision and Pattern Recognition (CVPR), 2023 Hai Zhang Junzhe Xu Shanlin Jiang Zhenan He VLM 274 29 0 30 Nov 2023
CHIP: Contrastive Hierarchical Image Pretraining Arpit Mittal Harshil Jhaveri Swapnil Mallick Abhishek Ajmera VLM 112 0 0 12 Oct 2023
PrototypeFormer: Learning to Explore Prototype Relationships for Few-shot Image Classification Feihong He Gang Li Hui Xiong VLM ViT 356 7 0 05 Oct 2023
Mitigating the Effect of Incidental Correlations on Part-based LearningNeural Information Processing Systems (NeurIPS), 2023 Gaurav Bhatt Deepayan Das Leonid Sigal Vineeth N. Balasubramanian 186 7 0 30 Sep 2023
Masking Strategies for Background Bias Removal in Computer Vision Models Ananthu Aniraj C. Dantas Dino Ienco Diego Marcos OOD OCL 278 10 0 23 Aug 2023
Task-Oriented Channel Attention for Fine-Grained Few-Shot ClassificationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Subeen Lee WonJun Moon Hyun Seok Seong Jae-Pil Heo 193 5 0 28 Jul 2023
Recent Advances of Local Mechanisms in Computer Vision: A Survey and Outlook of Recent Work Qiangchang Wang Yilong Yin 292 1 0 02 Jun 2023
Epistemic Graph: A Plug-And-Play Module For Hybrid Representation Learning Jin Yuan Yang Zhang Yangzhou Du Peng Wang Xin Geng Jianping Fan Yong Rui 244 0 0 30 May 2023
Strong Baselines for Parameter Efficient Few-Shot Fine-tuningAAAI Conference on Artificial Intelligence (AAAI), 2023 S. Basu Daniela Massiceti S. Hu Soheil Feizi VLM 168 45 0 04 Apr 2023
Supervised Masked Knowledge Distillation for Few-Shot TransformersComputer Vision and Pattern Recognition (CVPR), 2023 Hanxi Lin G. Han Jiawei Ma Shiyuan Huang Xudong Lin Shih-Fu Chang 324 48 0 25 Mar 2023
Contrastive Meta-Learning for Partially Observable Few-Shot LearningInternational Conference on Learning Representations (ICLR), 2023 Adam Jelley Amos Storkey Antreas Antoniou Sam Devlin 176 7 0 30 Jan 2023