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Image Clustering on ImageNet-10

0.996NMI

LAIC framework

Updated 23d ago

Evaluation Results

Method
LAIC framework 2026.03	0.996	99.8	0.997
GradNorm 2025.10	0.987	99.4	0.987
GradNorm 2026.03	0.987	99.4	0.987
TAC 2023.10	0.985	99.2	0.983
TAC 2026.03	0.985	99.2	0.983
PRO-DSC 2026.03	0.98	99	0.978
TAC 2023.10	0.975	98.6	0.97
TAC 2025.10	0.975	98.6	0.97
SIC 2023.10	0.97	98.2	0.961
SIC 2025.10	0.97	98.2	0.961
SIC 2026.03	0.97	98.2	0.961
CLIP 2023.10	0.969	98.2	0.961
CLIP 2025.10	0.969	98.2	0.961
CLIP 2023.10	0.958	97.6	0.949
CLIP 2025.10	0.958	97.6	0.949
ZS-CLIP 2026.03	0.958	97.6	0.949
SPICE 2022.10	0.927	96.9	0.933
DPACOPA 2024.07	0.925	97	0.935
DMICC 2026.03	0.917	96.2	0.916
ConNR 2023.12	0.911	96.4	0.922
DPACOPA 2024.07	0.908	96.2	0.918
ConCURL 2021.05	0.907	95.8	0.909
SPICE 2021.03	0.902	95.9	0.912
SPICE 2024.07	0.902	95.9	0.912
DPACpac 2024.07	0.901	96	0.911
IDFD 2021.05	0.898	95.4	0.901
IDFD 2021.05	0.898	95.4	0.901
IDFD 2021.11	0.898	95.4	0.901
IDFD 2021.03	0.898	95.4	0.901
IDFD 2023.12	0.898	95.1	0.901
IDFD 2024.07	0.898	95.4	0.901
IDFD 2023.10	0.898	95.4	0.901
IDFD 2025.10	0.898	95.4	0.901
ProPos 2021.11	0.896	95.6	0.906
ProPos 2023.12	0.896	95.6	0.906
DivClust C 2023.04	0.891	93.6	0.878
DivClust 2023.12	0.891	93.6	0.878
BYOL 2026.03	0.884	94.7	0.889
DeepCluE 2023.04	0.882	92.4	0.856
KBC 2026.02	0.88	-	-
DivClust C 2023.04	0.879	92	0.859
DivClust C 2023.04	0.879	91.8	0.851
TCL 2021.11	0.875	89.5	0.837
TCL 2023.12	0.875	89.5	0.837
TCL 2024.07	0.875	89.5	0.837
TCL 2025.10	0.875	89.5	0.837
TCL 2026.03	0.875	89.5	0.837
IDFO 2021.05	0.871	94.2	0.876
TCLICH 2022.10	0.869	89.1	0.823
TCL 2022.10	0.868	92.9	0.837
ID 2021.05	0.867	93.7	0.865
ID 2021.05	0.867	93.7	0.865
BYOL 2021.11	0.866	93.9	0.872
BYOL 2023.12	0.866	93.9	0.872
DivClust C 2023.04	0.86	89.5	0.825
CC 2021.05	0.859	89.3	0.822
CC 2022.10	0.859	92.7	0.87
CC 2021.11	0.859	89.3	0.822
CC 2021.03	0.859	89.3	0.822
CC 2023.04	0.859	89.3	0.822
CC 2023.12	0.859	89.3	0.822
CC 2024.07	0.859	89.3	0.822
CC 2023.10	0.859	89.3	0.822
CC 2025.10	0.859	89.3	0.822
CC 2026.03	0.859	89.3	0.822
LFSS 2026.03	0.856	93.2	0.857
DivClust C 2023.04	0.85	90	0.819
DivClust 2025.10	0.85	90	0.819
TCC 2021.11	0.848	89.7	0.825
TCC 2023.12	0.848	89.7	0.825
TCC 2024.07	0.848	89.7	0.825
TCC 2023.10	0.848	89.7	0.825
TCC 2025.10	0.848	89.7	0.825
TCC 2026.03	0.848	89.7	0.825
GCC 2021.11	0.842	90.1	0.822
GCC 2023.12	0.842	90.1	0.822
GCC 2024.07	0.842	90.1	0.822
GCC 2023.10	0.842	90.1	0.822
GCC 2025.10	0.842	90.1	0.822
GCC 2026.03	0.842	90.1	0.822
PCL 2022.10	0.841	90.7	0.822
PCL 2021.11	0.841	90.7	0.822
PCL 2024.07	0.841	90.7	0.822
SimSiam 2021.11	0.831	92.1	0.833
CRLC 2025.10	0.831	85.4	0.759
RPSC 2025.10	0.83	92.7	0.858
SPICEs 2021.03	0.828	92.1	0.836
SPICE 2024.07	0.828	92.1	0.836
SPICE 2023.10	0.828	92.1	0.836
SPICE 2025.10	0.828	92.1	0.836
PICA 2021.05	0.802	87	0.761
PICA 2022.10	0.802	89.3	0.822
PICA 2021.03	0.802	87	0.761
PICA 2023.04	0.802	87	0.761
PICA 2024.07	0.802	87	0.761
PICA 2023.10	0.802	87	0.761
PICA 2025.10	0.802	87	0.761
IDEC 2026.02	0.8	-	-
CC-Kmeans/F 2023.04	0.797	84.7	0.685
CC-Kmeans 2023.04	0.792	84.1	0.669

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