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Clustering on ImageNet Dogs

8,060NMI

TAC

Updated 20d ago

Evaluation Results

Method
TAC 2023.10	8,060	83	72.2
TAC 2023.10	7,510	75.1	63.6
CLIP 2023.10	7,350	72.8	58.2
SIC 2023.10	6,900	69.7	55.8
SCAN 2023.10	6,120	59.3	45.7
NNM 2023.10	6,040	58.6	44.9
SPICE 2023.10	5,720	64.6	47.9
TCC 2023.10	5,540	59.5	41.7
IDFD 2023.10	5,460	59.1	41.3
GCC 2023.10	4,900	52.6	36.2
CC 2023.10	4,450	42.9	27.4
MiCE 2023.10	4,230	43.9	28.6
CLIP 2023.10	3,980	38.1	20.1
PICA 2023.10	3,520	35.3	20.1
DCCM 2023.10	3,210	38.3	18.2
DAC 2023.10	2,190	27.5	11.1
DEC 2023.10	1,220	19.5	7.9
JULE 2023.10	540	13.8	2.8
GSEC 2026.05	86.3	87.1	79.2
LAIC framework 2026.03	86.2	88	82.6
GradNorm 2025.10	81	81.2	70.9
GradNorm 2026.03	81	81.2	70.9
GradNorm 2026.05	81	81.2	70.9
TAC 2026.03	80.6	83	72.2
ZS-CLIP 2026.03	80.6	83	72.2
TAC 2026.05	80.6	83	72.2
CAE 2026.05	77.9	77.5	66.3
TAC 2025.10	75.1	75.1	63.6
ConNR 2023.12	74.4	79.4	66.7
ProPos 2023.12	73.7	77.5	67.5
CLIP 2025.10	73.5	72.8	58.2
MCA 2026.03	73.3	74.9	61.6
BYOL 2026.03	69.7	72.9	60.9
SIC 2025.10	69	69.7	55.8
SIC 2026.03	69	69.7	55.8
SIC 2026.05	69	69.7	55.8
DPACOPA 2024.07	66.7	72.6	59.8
BYOL 2023.12	63.5	69.4	54.8
SPICE 2024.07	62.7	67.5	52.6
TCL 2023.12	62.3	64.4	51.6
TCL 2024.07	62.3	64.4	51.6
TCL 2025.10	62.3	64.4	51.6
TCL 2026.03	62.3	64.4	51.6
TCL 2026.05	62.3	64.4	51.6
LFSS 2026.03	61.7	69.1	53.3
LFSS 2026.05	61.6	69.1	53.3
SCAN 2025.10	61.2	59.3	45.7
SCAN 2026.03	61.2	59.3	45.7
SCAN 2026.05	61.2	59.3	45.7
NNM 2025.10	60.4	58.6	44.9
DPACOPA 2024.07	60.2	65.5	50
DMICC 2026.03	58.1	58.7	43.8
SPICE 2024.07	57.2	64.6	47.9
SPICE 2025.10	57.2	64.6	47.9
SPICE 2026.05	57.2	64.6	68.7
TCC 2023.12	55.4	59.5	41.7
TCC 2024.07	55.4	59.5	41.7
TCC 2026.03	55.4	59.5	41.7
TCC 2026.05	55.4	59.5	41.7
RPSC 2025.10	55.2	64	46.5
RPSC 2026.05	55.2	64	46.5
IDFD 2023.12	54.6	59.1	41.3
IDFD 2024.07	54.6	59.1	41.3
IDFD 2025.10	54.6	59.1	41.3
DPACpac 2024.07	51.9	53.9	38.9
DivClust 2023.12	51.6	52.9	37.6
DivClust 2025.10	51.6	52.9	37.6
DivClust 2026.05	51.6	52.9	37.6
KBC 2026.02	51	-	-
GCC 2023.12	49	52.6	36.2
GCC 2024.07	49	52.6	36.2
GCC 2025.10	49	52.6	36.2
GCC 2026.03	49	52.6	36.2
GCC 2026.05	49	52.6	36.2
CRLC 2025.10	48.4	46.1	59.7
CRLC 2026.05	48.4	46.1	59.7
CC 2023.12	44.5	42.9	27.4
CC 2024.07	44.5	42.9	27.4
CC 2025.10	44.5	42.9	27.4
CC 2026.03	44.5	42.9	27.4
PCL 2024.07	44	41.2	29.9
k-means 2026.02	43	-	-
MICE 2023.12	42.3	43.9	28.6
MiCE 2025.10	42.3	43.9	28.6
MiCE 2026.03	42.3	43.9	28.6
CLIP 2025.10	39.8	38.1	20.1
CLIP 2026.05	39.8	38.1	20.1
IDEC 2026.02	39	-	-
PICA 2024.07	35.2	35.2	20.1
PICA 2025.10	35.2	35.3	20.1
PICA 2026.05	35.2	35.3	20.1
PICA 2023.12	33.6	32.4	17.9
PICA 2026.03	33.6	32.4	17.9
DCCM 2023.12	32.1	38.3	18.2
DCCM 2025.10	32.1	38.3	18.2
DCCM 2026.03	32.1	38.3	18.2
DCCM 2026.05	32.1	38.3	18.2
DAC 2025.10	21.9	27.5	11.1
DAC 2026.05	21.9	27.5	11.1
DEC 2025.10	12.2	19.5	7.9

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