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Published at December 4

Multi-Level Correlation Network For Few-Shot Image Classification

cs.CV

cs.CL

Released Date: December 4, 2024

Authors: Yunkai Dang¹, Min Zhang², Zhengyu Chen, Xinliang Zhang, Zheng Wang, Meijun Sun, Donglin Wang

Aff.: ¹College of Intelligence and Computing, Tianjin University; ²AI Division, School of Engineering, Westlake University

Arxiv: http://arxiv.org/pdf/2412.03159v1

Refer to caption

Mthod	Backbone	5-way 1-shot	5-way 5-shot
Versa [16]	ResNet12	55.71	70.05
LEO [19]	ResNet12	56.62	69.99
BOIL [18]	ResNet12	58.87	72.88
R2D2 [17]	ResNet12	59.52	74.61
MTL [20]	ResNet12	62.67	79.16
TPN [21]	ResNet12	59.46	75.65
CC [7]	ResNet12	55.43 $\pm$ 0.81	77.18 $\pm$ 0.61
TapNet [10]	ResNet12	61.65 $\pm$ 0.15	76.36 $\pm$ 0.10
MetaOptNet [22]	ResNet12	62.64 $\pm$ 0.82	78.63 $\pm$ 0.46
MatchNet [2]	ResNet12	63.08 $\pm$ 0.80	75.99 $\pm$ 0.60
ProtoNet [23]	ResNet12	62.39 $\pm$ 0.21	80.53 $\pm$ 0.14
CAN [10]	ResNet12	63.85 $\pm$ 0.48	79.44 $\pm$ 0.34
RFS-simple [24]	ResNet12	62.02 $\pm$ 0.63	79.64 $\pm$ 0.44
MLCN(ours)	ResNet12	65.54 $\pm$ 0.43	81.63 $\pm$ 0.31