Clustering on ImageNet-10 (test)

0.996NMILAIC framework

Evaluation Results

Method
LAIC framework2026.03	0.996	99.8	0.997
TAC2026.03	0.982	99.2	0.983
PRO-DSC2026.03	0.98	99	0.978
SIC2026.03	0.969	98.3	0.962
GCPM-G2026.06	0.967	98.8	97.1
GCPM-E2026.06	0.944	97.1	93.9
IDCTCL2026.06	0.932	97.2	93.9
GCPM-I2026.06	0.928	97.5	86.4
CoHiClust2023.03	0.907	95.3	0.899
IDFD2021.06	0.898	95.4	0.901
TCL2026.06	0.896	90.4	85
DivClust2026.06	0.891	93.6	87.8
CC2020.09	0.859	89.3	0.822
CC2023.03	0.859	89.3	0.822
CC2021.06	0.859	89.3	0.822
CC2026.06	0.859	89.3	82.2
LFSS2026.06	0.856	93.2	85.7
Cop-KMS.2026.06	0.855	88.6	81
LFSS2026.03	0.852	93.8	0.854
TCC2021.06	0.848	89.7	0.825
TCC2026.06	0.848	89.7	82
DMICC2026.06	0.843	92.5	85.2
MiCE2026.06	0.842	90.1	82.2
FixMatch2026.06	0.842	92.5	84.4
PCL2026.06	0.841	90.7	82.2
GCC2026.06	0.841	90.7	82.2
DRC2020.08	0.83	88.4	0.798
DRC2020.08	0.828	88.3	0.796
SPICE2026.06	0.828	92.1	83.6
ProPos2026.06	0.812	89	78.7
PICA2020.08	0.802	87	0.761
PICA2020.09	0.802	87	0.761
PICA2023.03	0.802	87	0.761
CoNR2026.06	0.792	87.7	75
PICA2020.08	0.782	85	0.733
PICA2021.06	0.782	85	0.733
PICA2026.06	0.782	85	73.3
GCPM-G + MST Traversal2026.06	0.762	—	72.1
IDFD2026.06	0.755	86.2	69
GCPM-I + MST Traversal2026.06	0.755	—	72.3
GCPM-E + MST Traversal2026.06	0.755	—	70.3
BYOL2026.06	0.732	82.1	67.4
MMDC2021.06	0.719	81.1	—
DCCM2020.08	0.608	71	0.555
DCCM2020.09	0.608	71	0.555
DCCM2023.03	0.608	71	0.555
DCCM2021.06	0.608	71	0.555
DCCS2021.06	0.608	71	0.555
DCCM2026.06	0.608	71	55.5
GATCluster2021.06	0.594	73.9	0.552
GCPM-G2026.06	0.47	—	30.9
DDC2020.09	0.433	57.7	0.345
DDC2021.06	0.433	57.7	0.345
GCPM-E2026.06	0.418	—	0.3
GCPM-I2026.06	0.413	—	0.2
DAC2020.08	0.394	52.7	0.302
DAC2020.09	0.394	52.7	0.302
DAC2023.03	0.394	52.7	0.302
DAC2021.06	0.394	52.7	0.302
DEC2020.08	0.282	38.1	0.203
DEC2020.09	0.282	38.1	0.203
DEC2023.03	0.282	38.1	0.203
DEC2021.06	0.282	38.1	0.203
GAN2020.08	0.225	34.6	0.157
DCGAN2020.09	0.225	34.6	0.157
DCGAN2023.03	0.225	34.6	0.157
DCGAN2021.06	0.225	34.6	0.157
AE2020.08	0.21	31.7	0.152
AE2020.09	0.21	31.7	0.152
AE2023.03	0.21	31.7	0.152
AE2021.06	0.21	31.7	0.152
DAE2020.08	0.206	30.4	0.138
DAE2020.09	0.206	30.4	0.138
DAE2023.03	0.206	30.4	0.138
DAE2021.06	0.206	30.4	0.138
VAE2020.08	0.193	33.4	0.168
VAE2020.09	0.193	33.4	0.168
VAE2023.03	0.193	33.4	0.168
VAE2021.06	0.193	33.4	0.168
DeCNN2020.08	0.186	31.3	0.142
DeCNN2020.09	0.186	31.3	0.142
DeCNN2023.03	0.186	31.3	0.142
DeCNN2021.06	0.186	31.3	0.142
JULE2020.08	0.175	30	0.138
JULE2020.09	0.175	30	0.138
JULE2023.03	0.175	30	0.138
JULE2021.06	0.175	30	0.138
SC2020.08	0.151	27.4	0.076
SC2020.09	0.151	27.4	0.076
SC2023.03	0.151	27.4	0.076
AC2020.08	0.138	24.2	0.067
AC2020.09	0.138	24.2	0.067
AC2023.03	0.138	24.2	0.067
AC2021.06	0.138	24.2	0.067
NMF2020.08	0.132	23	0.065
NMF2020.09	0.132	23	0.065
NMF2023.03	0.132	23	0.065
NMF2021.06	0.132	23	0.065
K-means2020.08	0.119	24.1	0.057
K-means2020.09	0.119	24.1	0.057