Few-shot Image Classification: Just Use a Library of Pre-trained Feature
Extractors and a Simple Classifier

Few-shot Image Classification: Just Use a Library of Pre-trained Feature Extractors and a Simple Classifier

3 January 2021

Arkabandhu Chowdhury

Swarat Chaudhuri

Papers citing "Few-shot Image Classification: Just Use a Library of Pre-trained Feature Extractors and a Simple Classifier"

12 / 12 papers shown

Title
Fine-tuning with Very Large Dropout Jianyu Zhang Léon Bottou 42 1 0 01 Mar 2024
SARF: Aliasing Relation Assisted Self-Supervised Learning for Few-shot Relation Reasoning Lingyuan Meng K. Liang Bin Xiao Sihang Zhou Yue Liu Meng Liu Xihong Yang Xinwang Liu 27 20 0 20 Apr 2023
Learning useful representations for shifting tasks and distributions Jianyu Zhang Léon Bottou OOD 34 13 0 14 Dec 2022
Language in a Bottle: Language Model Guided Concept Bottlenecks for Interpretable Image Classification Yue Yang Artemis Panagopoulou Shenghao Zhou Daniel Jin Chris Callison-Burch Mark Yatskar 40 211 0 21 Nov 2022
Few-shot Metric Learning: Online Adaptation of Embedding for Retrieval Deunsol Jung Dahyun Kang Suha Kwak Minsu Cho CLL 21 8 0 14 Nov 2022
Enhancing Few-shot Image Classification with Cosine Transformer Quang-Huy Nguyen Cuong Q. Nguyen Dung D. Le Hieu H. Pham ViT 24 12 0 13 Nov 2022
Few-shot Relational Reasoning via Connection Subgraph Pretraining Qian Huang Hongyu Ren J. Leskovec LRM 20 24 0 13 Oct 2022
Convolutional Ensembling based Few-Shot Defect Detection Technique Soumyajit Karmakar Abeer Banerjee P. Gidde Sumeet Saurav S. Singh UQCV 21 2 0 05 Aug 2022
On the Convergence of Shallow Neural Network Training with Randomly Masked Neurons Fangshuo Liao Anastasios Kyrillidis 36 16 0 05 Dec 2021
Bayesian Model-Agnostic Meta-Learning Taesup Kim Jaesik Yoon Ousmane Amadou Dia Sungwoong Kim Yoshua Bengio Sungjin Ahn UQCV BDL 196 498 0 11 Jun 2018
Probabilistic Model-Agnostic Meta-Learning Chelsea Finn Kelvin Xu Sergey Levine BDL 167 666 0 07 Jun 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 329 11,681 0 09 Mar 2017