Papers
Communities
Events
Blog
Pricing
Search
Open menu
Home
Papers
1904.04232
Cited By
v1
v2 (latest)
A Closer Look at Few-shot Classification
8 April 2019
Wei-Yu Chen
Yen-Cheng Liu
Z. Kira
Y. Wang
Jia-Bin Huang
Re-assign community
ArXiv (abs)
PDF
HTML
Papers citing
"A Closer Look at Few-shot Classification"
50 / 845 papers shown
Title
Cross-Domain Few-Shot Classification via Inter-Source Stylization
Huali Xu
Shuaifeng Zhi
Li Liu
100
4
0
17 Aug 2022
Combating Label Distribution Shift for Active Domain Adaptation
S. Hwang
Sohyun Lee
Sungyeon Kim
Jungseul Ok
Suha Kwak
75
20
0
13 Aug 2022
Memorizing Complementation Network for Few-Shot Class-Incremental Learning
Zhong Ji
Zhi Hou
Xiyao Liu
Yanwei Pang
Xuelong Li
CLL
76
48
0
11 Aug 2022
The Curse of Low Task Diversity: On the Failure of Transfer Learning to Outperform MAML and Their Empirical Equivalence
Brando Miranda
P. Yu
Yu-Xiong Wang
Oluwasanmi Koyejo
85
10
0
02 Aug 2022
Meta-DETR: Image-Level Few-Shot Detection with Inter-Class Correlation Exploitation
Gongjie Zhang
Zhipeng Luo
Kaiwen Cui
Shijian Lu
Eric P. Xing
ViT
113
103
0
30 Jul 2022
Incremental Few-Shot Semantic Segmentation via Embedding Adaptive-Update and Hyper-class Representation
Guangchen Shi
Yirui Wu
Jing Liu
Shaohua Wan
Wenhai Wang
Tong Lu
CLL
115
35
0
26 Jul 2022
Few-Shot Object Detection by Knowledge Distillation Using Bag-of-Visual-Words Representations
Wenjie Pei
Shuang Wu
Dianwen Mei
Fanglin Chen
Jiandong Tian
Guangming Lu
VLM
49
11
0
25 Jul 2022
Kernel Relative-prototype Spectral Filtering for Few-shot Learning
Tao Zhang
Wu Huang
69
14
0
24 Jul 2022
Self-Support Few-Shot Semantic Segmentation
Qi Fan
Wenjie Pei
Yu-Wing Tai
Chi-Keung Tang
99
147
0
23 Jul 2022
Hyper-Representations for Pre-Training and Transfer Learning
Konstantin Schurholt
Boris Knyazev
Xavier Giró-i-Nieto
Damian Borth
78
11
0
22 Jul 2022
Tip-Adapter: Training-free Adaption of CLIP for Few-shot Classification
Renrui Zhang
Zhang Wei
Rongyao Fang
Peng Gao
Kunchang Li
Jifeng Dai
Yu Qiao
Hongsheng Li
VLM
133
321
0
19 Jul 2022
Self-Supervision Can Be a Good Few-Shot Learner
Yuning Lu
Liangjiang Wen
Jianzhuang Liu
Yajing Liu
Xinmei Tian
SSL
101
37
0
19 Jul 2022
Few-shot Fine-grained Image Classification via Multi-Frequency Neighborhood and Double-cross Modulation
Hegui Zhu
Zhan Gao
Jiayi Wang
Yangqiaoyu Zhou
Chengqing Li
108
7
0
18 Jul 2022
Learn-to-Decompose: Cascaded Decomposition Network for Cross-Domain Few-Shot Facial Expression Recognition
Xinyi Zou
Y. Yan
Jing-Hao Xue
Si Chen
Hanzi Wang
CVBM
120
12
0
16 Jul 2022
Cross-Domain Cross-Set Few-Shot Learning via Learning Compact and Aligned Representations
Wentao Chen
Zheng Zhang
Wei Wang
Liang Wang
Zilei Wang
Tieniu Tan
69
10
0
16 Jul 2022
Fine-grained Few-shot Recognition by Deep Object Parsing
Ruizhao Zhu
Pengkai Zhu
Samarth Mishra
Venkatesh Saligrama
95
0
0
14 Jul 2022
Tree Structure-Aware Few-Shot Image Classification via Hierarchical Aggregation
Hao Fei
Siteng Huang
Wenbin Li
Donglin Wang
VLM
74
34
0
14 Jul 2022
Pseudo-Labeling Based Practical Semi-Supervised Meta-Training for Few-Shot Learning
Xingping Dong
Tianran Ouyang
Shengcai Liao
Bo Du
Ling Shao
103
6
0
14 Jul 2022
Scaling Novel Object Detection with Weakly Supervised Detection Transformers
T. LaBonte
Ya-heng Song
Xin Eric Wang
Vibhav Vineet
Neel Joshi
ViT
68
8
0
11 Jul 2022
Generating Pseudo-labels Adaptively for Few-shot Model-Agnostic Meta-Learning
Guodong Liu
Tongling Wang
Shuoxi Zhang
Kun He
106
1
0
09 Jul 2022
Few-Example Clustering via Contrastive Learning
M-U Jang
Sae-Young Chung
41
0
0
08 Jul 2022
Diagnosing and Remedying Shot Sensitivity with Cosine Few-Shot Learners
Davis Wertheimer
Luming Tang
Bharath Hariharan
140
0
0
07 Jul 2022
FewSOL: A Dataset for Few-Shot Object Learning in Robotic Environments
P. JishnuJaykumar
Yu-Wei Chao
Yu Xiang
70
11
0
06 Jul 2022
Task Discrepancy Maximization for Fine-grained Few-Shot Classification
Subeen Lee
WonJun Moon
Jae-Pil Heo
81
47
0
04 Jul 2022
Dynamic Sub-Cluster-Aware Network for Few-Shot Skin Disease Classification
Li Shuhan
Xuelong Li
Xiaowei Xu
Kwang-Ting Cheng
76
6
0
03 Jul 2022
Learning Cross-Image Object Semantic Relation in Transformer for Few-Shot Fine-Grained Image Classification
Bo Zhang
Jiakang Yuan
Baopu Li
Tao Chen
Jiayuan Fan
Botian Shi
ViT
121
34
0
02 Jul 2022
Understanding Benign Overfitting in Gradient-Based Meta Learning
Lisha Chen
Songtao Lu
Tianyi Chen
MLT
78
15
0
27 Jun 2022
Few-Max: Few-Shot Domain Adaptation for Unsupervised Contrastive Representation Learning
Ali Lotfi-Rezaabad
Sidharth Kumar
S. Vishwanath
Jonathan I. Tamir
SSL
43
1
0
21 Jun 2022
Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification
Massimiliano Patacchiola
J. Bronskill
Aliaksandra Shysheya
Katja Hofmann
Sebastian Nowozin
Richard Turner
VLM
72
10
0
20 Jun 2022
Model-Agnostic Few-Shot Open-Set Recognition
Malik Boudiaf
Etienne Bennequin
Myriam Tami
C´eline Hudelot
Antoine Toubhans
Pablo Piantanida
Ismail Ben Ayed
BDL
107
1
0
18 Jun 2022
Self-Adaptive Label Augmentation for Semi-supervised Few-shot Classification
Xueliang Wang
Jianyu Cai
Shuiwang Ji
Houqiang Li
Feng Wu
Jie Wang
46
0
0
16 Jun 2022
Channel Importance Matters in Few-Shot Image Classification
Xu Luo
Jing Xu
Zenglin Xu
VLM
90
42
0
16 Jun 2022
Lessons learned from the NeurIPS 2021 MetaDL challenge: Backbone fine-tuning without episodic meta-learning dominates for few-shot learning image classification
Adrian El Baz
Ihsan Ullah
Edesio Alcobaça
André C. P. L. F. de Carvalho
Hong Chen
...
Ekrem Öztürk
J. V. Rijn
Haozhe Sun
Xin Wang
Wenwu Zhu
79
12
0
15 Jun 2022
Rethinking Generalization in Few-Shot Classification
Markus Hiller
Rongkai Ma
Mehrtash Harandi
Tom Drummond
OCL
VLM
112
57
0
15 Jun 2022
On Enforcing Better Conditioned Meta-Learning for Rapid Few-Shot Adaptation
Markus Hiller
Mehrtash Harandi
Tom Drummond
AI4CE
69
8
0
15 Jun 2022
Masked Autoencoders are Robust Data Augmentors
Haohang Xu
Shuangrui Ding
Xiaopeng Zhang
H. Xiong
139
28
0
10 Jun 2022
POODLE: Improving Few-shot Learning via Penalizing Out-of-Distribution Samples
Duong H. Le
Khoi Duc Minh Nguyen
Khoi Nguyen
Quoc-Huy Tran
Rang Nguyen
Binh-Son Hua
OODD
95
40
0
08 Jun 2022
On the Effectiveness of Fine-tuning Versus Meta-reinforcement Learning
Mandi Zhao
Pieter Abbeel
Stephen James
OffRL
149
34
0
07 Jun 2022
U(1) Symmetry-breaking Observed in Generic CNN Bottleneck Layers
Louis-Franccois Bouchard
Mohsen Ben Lazreg
Matthew Toews
66
0
0
05 Jun 2022
FHIST: A Benchmark for Few-shot Classification of Histological Images
Fereshteh Shakeri
Malik Boudiaf
S. Mohammadi
Ivaxi Sheth
Mohammad Havaei
Ismail Ben Ayed
Samira Ebrahimi Kahou
OOD
VLM
89
23
0
31 May 2022
HyperMAML: Few-Shot Adaptation of Deep Models with Hypernetworks
Marcin Przewiȩźlikowski
P. Przybysz
Jacek Tabor
Maciej Ziȩba
Przemysław Spurek
111
20
0
31 May 2022
Task-Prior Conditional Variational Auto-Encoder for Few-Shot Image Classification
Zaiyun Yang
VLM
DRL
71
1
0
30 May 2022
Adaptive Few-Shot Learning Algorithm for Rare Sound Event Detection
Chendong Zhao
Jianzong Wang
LeiLai Li
Xiaoyang Qu
Jing Xiao
101
10
0
24 May 2022
Dataset Pruning: Reducing Training Data by Examining Generalization Influence
Shuo Yang
Zeke Xie
Hanyu Peng
Minjing Xu
Mingming Sun
P. Li
DD
247
114
0
19 May 2022
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities
Yisheng Song
Ting-Yuan Wang
S. Mondal
J. P. Sahoo
SLR
128
387
0
13 May 2022
How to Fine-tune Models with Few Samples: Update, Data Augmentation, and Test-time Augmentation
Yujin Kim
Jaehoon Oh
Sungnyun Kim
Se-Young Yun
78
6
0
13 May 2022
Feature Extractor Stacking for Cross-domain Few-shot Learning
Hongyu Wang
Eibe Frank
Bernhard Pfahringer
Michael Mayo
G. Holmes
73
5
0
12 May 2022
ReFine: Re-randomization before Fine-tuning for Cross-domain Few-shot Learning
Jaehoon Oh
Sungnyun Kim
Namgyu Ho
Jin-Hwa Kim
Hwanjun Song
Se-Young Yun
69
8
0
11 May 2022
Few-Shot Image Classification Benchmarks are Too Far From Reality: Build Back Better with Semantic Task Sampling
Etienne Bennequin
Myriam Tami
Antoine Toubhans
C´eline Hudelot
VLM
59
4
0
10 May 2022
PGADA: Perturbation-Guided Adversarial Alignment for Few-shot Learning Under the Support-Query Shift
Siyang Jiang
Wei Ding
Hsi-Wen Chen
Minghai Chen
OOD
84
6
0
08 May 2022
Previous
1
2
3
...
6
7
8
...
15
16
17
Next