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5-way Few-shot Classification on miniImageNet

85.99Accuracy (5-shot)

MUSIC

Updated 4d ago

Evaluation Results

Method
MUSIC 2022.09	85.99	74.96
MUSIC (only pos) 2022.09	85.86	74.44
STL DeepBDC 2022.09	85.45	67.83
COSOC 2022.09	85.16	69.28
MCL 2022.09	85.11	69.31
MUSIC (only neg) 2022.09	85.11	73.86
CECNet 2023.04	85	70.2
BD-CSPN + ESFR-Semi 2021.06	84.97	-
CECNet 2023.04	84.65	69.32
Meta-DeepBDC 2023.04	84.46	67.34
BD-CSPN + ESFR 2021.06	84.36	76.84
IENet 2023.04	84.35	66.82
BD-CSPN 2021.06	84.14	72.74
LaplacianShot 2021.06	84.13	74.86
PLCM 2022.09	83.71	72.06
MCL 2023.04	83.63	67.36
MUSIC 2022.09	83.49	72.01
MELR 2022.04	83.4	67.4
MUSIC (only pos) 2022.09	83.31	71.83
MUSIC (only neg) 2022.09	83.04	71.46
BD-CSPN + ESFR-Semi 2021.06	82.89	-
FRN 2022.09	82.83	66.45
PLCM 2022.09	82.74	70.92
DANet 2023.04	82.74	67.84
DMF 2022.04	82.71	67.76
Sum-min 2022.04	82.71	68.32
SetFeat 2022.09	82.71	68.32
DANet 2023.04	82.71	67.76
RENet 2022.09	82.58	67.6
DeepEMD 2022.04	82.41	65.91
DeepEMD 2022.09	82.41	65.91
DeepEMD 2023.04	82.41	65.91
BD-CSPN 2021.06	82.36	70
BD-CSPN + ESFR 2021.06	82.32	73.98
LaplacianShot 2021.06	82.31	72.11
Distill 2022.04	82.14	64.82
SimpleShot 2021.06	82.09	65.87
Min-min 2022.04	82.07	67.88
FEAT 2021.06	82.05	66.78
FEAT 2022.04	82.05	66.78
FEAT 2022.09	82.05	66.78
MixtFSL 2022.04	82.04	63.98
Match-sum 2022.04	81.79	67.41
Neg-Margin 2022.04	81.57	63.85
FEAT 2021.06	81.11	65.1
EPNet 2022.09	81.06	66.5
iLPC 2022.09	81.06	70.99
PSST 2023.04	80.64	64.16
ProtoNet 2022.04	80.53	62.39
MetaOptNet + ArL 2020.01	80.41	65.21
EPNet 2022.09	80.2	70.5
ICI 2022.09	80.11	69.66
SimpleShot 2021.06	79.92	63.1
iLPC 2022.09	79.82	69.79
CAN 2022.09	79.44	63.85
CAN 2023.04	79.44	63.85
TransMatch 2022.09	79.3	60.02
Meta-Baseline 2022.04	79.26	63.17
ICI 2022.09	79.26	66.8
SIB 2021.06	79.2	70
SOSN + ArL 2020.01	78.95	61.36
WDAE-GNN 2021.06	78.85	62.96
LST 2022.09	78.7	70.01
CTM 2021.06	78.64	64.12
MetaOptNet 2020.01	78.63	62.64
MetaOptNet 2022.04	78.63	62.64
Tran. Baseline 2021.06	78.4	65.73
Shot-Free 2021.03	77.64	59.01
LEO 2021.06	77.59	61.76
LEO 2022.09	77.59	61.76
TADAM 2022.04	76.7	58.5
TEWAM 2021.03	75.9	60.07
TEAM 2021.06	75.9	60.07
Chen 2021.06	75.68	51.87
TPN 2021.06	75.65	59.46
SOSN 2020.01	75.49	59.01
Sum-min 2022.04	74.97	59.1
MELR 2022.04	74.37	57.54
CC+rot 2022.04	74.3	56.27
PN+rot 2022.04	74	56.02
ProtoNet 2021.06	73.68	54.16
Sum-min 2022.04	73.67	57.18
Min-min 2022.04	73.46	58.57
ProtoNet+ 2022.04	73.34	53.52
Min-min 2022.04	72.7	56.22
Match-sum 2022.04	72.69	56.5
SOSN + ArL 2020.01	72.64	57.48
MELR 2022.04	72.27	55.35
Match-sum 2022.04	72.18	55.74
AdaResNet 2022.04	71.94	56.88
FEAT 2022.04	71.61	55.15
MixtFSL 2022.04	70.67	52.82
CECNet 2023.04	70.57	54.45
Neg-Margin 2022.04	70.41	52.84
TPN 2022.09	69.86	55.51
PN + ArL 2020.01	69.68	53.93
RN + ArL 2020.01	68.86	53.79
SOSN 2020.01	68.58	53.73
MAML++ 2020.01	68.32	52.15
PN 2020.01	68.2	49.42

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