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Clustering on ImageNet-10 (test)

0.996NMI

LAIC framework

Updated 1mo ago

Evaluation Results

Method
LAIC framework 2026.03	0.996	99.8	0.997
TAC 2026.03	0.982	99.2	0.983
PRO-DSC 2026.03	0.98	99	0.978
SIC 2026.03	0.969	98.3	0.962
GCPM-G 2026.06	0.967	98.8	97.1
GCPM-E 2026.06	0.944	97.1	93.9
IDCTCL 2026.06	0.932	97.2	93.9
GCPM-I 2026.06	0.928	97.5	86.4
CoHiClust 2023.03	0.907	95.3	0.899
IDFD 2021.06	0.898	95.4	0.901
TCL 2026.06	0.896	90.4	85
DivClust 2026.06	0.891	93.6	87.8
CC 2020.09	0.859	89.3	0.822
CC 2023.03	0.859	89.3	0.822
CC 2021.06	0.859	89.3	0.822
CC 2026.06	0.859	89.3	82.2
LFSS 2026.06	0.856	93.2	85.7
Cop-KMS. 2026.06	0.855	88.6	81
LFSS 2026.03	0.852	93.8	0.854
TCC 2021.06	0.848	89.7	0.825
TCC 2026.06	0.848	89.7	82
DMICC 2026.06	0.843	92.5	85.2
MiCE 2026.06	0.842	90.1	82.2
FixMatch 2026.06	0.842	92.5	84.4
PCL 2026.06	0.841	90.7	82.2
GCC 2026.06	0.841	90.7	82.2
DRC 2020.08	0.83	88.4	0.798
DRC 2020.08	0.828	88.3	0.796
SPICE 2026.06	0.828	92.1	83.6
ProPos 2026.06	0.812	89	78.7
PICA 2020.08	0.802	87	0.761
PICA 2020.09	0.802	87	0.761
PICA 2023.03	0.802	87	0.761
CoNR 2026.06	0.792	87.7	75
PICA 2020.08	0.782	85	0.733
PICA 2021.06	0.782	85	0.733
PICA 2026.06	0.782	85	73.3
GCPM-G + MST Traversal 2026.06	0.762	-	72.1
IDFD 2026.06	0.755	86.2	69
GCPM-I + MST Traversal 2026.06	0.755	-	72.3
GCPM-E + MST Traversal 2026.06	0.755	-	70.3
BYOL 2026.06	0.732	82.1	67.4
MMDC 2021.06	0.719	81.1	-
DCCM 2020.08	0.608	71	0.555
DCCM 2020.09	0.608	71	0.555
DCCM 2023.03	0.608	71	0.555
DCCM 2021.06	0.608	71	0.555
DCCS 2021.06	0.608	71	0.555
DCCM 2026.06	0.608	71	55.5
GATCluster 2021.06	0.594	73.9	0.552
GCPM-G 2026.06	0.47	-	30.9
DDC 2020.09	0.433	57.7	0.345
DDC 2021.06	0.433	57.7	0.345
GCPM-E 2026.06	0.418	-	0.3
GCPM-I 2026.06	0.413	-	0.2
DAC 2020.08	0.394	52.7	0.302
DAC 2020.09	0.394	52.7	0.302
DAC 2023.03	0.394	52.7	0.302
DAC 2021.06	0.394	52.7	0.302
DEC 2020.08	0.282	38.1	0.203
DEC 2020.09	0.282	38.1	0.203
DEC 2023.03	0.282	38.1	0.203
DEC 2021.06	0.282	38.1	0.203
GAN 2020.08	0.225	34.6	0.157
DCGAN 2020.09	0.225	34.6	0.157
DCGAN 2023.03	0.225	34.6	0.157
DCGAN 2021.06	0.225	34.6	0.157
AE 2020.08	0.21	31.7	0.152
AE 2020.09	0.21	31.7	0.152
AE 2023.03	0.21	31.7	0.152
AE 2021.06	0.21	31.7	0.152
DAE 2020.08	0.206	30.4	0.138
DAE 2020.09	0.206	30.4	0.138
DAE 2023.03	0.206	30.4	0.138
DAE 2021.06	0.206	30.4	0.138
VAE 2020.08	0.193	33.4	0.168
VAE 2020.09	0.193	33.4	0.168
VAE 2023.03	0.193	33.4	0.168
VAE 2021.06	0.193	33.4	0.168
DeCNN 2020.08	0.186	31.3	0.142
DeCNN 2020.09	0.186	31.3	0.142
DeCNN 2023.03	0.186	31.3	0.142
DeCNN 2021.06	0.186	31.3	0.142
JULE 2020.08	0.175	30	0.138
JULE 2020.09	0.175	30	0.138
JULE 2023.03	0.175	30	0.138
JULE 2021.06	0.175	30	0.138
SC 2020.08	0.151	27.4	0.076
SC 2020.09	0.151	27.4	0.076
SC 2023.03	0.151	27.4	0.076
AC 2020.08	0.138	24.2	0.067
AC 2020.09	0.138	24.2	0.067
AC 2023.03	0.138	24.2	0.067
AC 2021.06	0.138	24.2	0.067
NMF 2020.08	0.132	23	0.065
NMF 2020.09	0.132	23	0.065
NMF 2023.03	0.132	23	0.065
NMF 2021.06	0.132	23	0.065
K-means 2020.08	0.119	24.1	0.057
K-means 2020.09	0.119	24.1	0.057

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