Clustering on ImageNet Dogs benchmark leaderboard · SOTA2 Research

Clustering on ImageNet Dogs

8,060NMITAC

Evaluation Results

Method	Links
TAC2023.10		8,060	83	72.2
TAC2023.10		7,510	75.1	63.6
CLIP2023.10		7,350	72.8	58.2
SIC2023.10		6,900	69.7	55.8
SCAN2023.10		6,120	59.3	45.7
NNM2023.10		6,040	58.6	44.9
SPICE2023.10		5,720	64.6	47.9
TCC2023.10		5,540	59.5	41.7
IDFD2023.10		5,460	59.1	41.3
GCC2023.10		4,900	52.6	36.2
CC2023.10		4,450	42.9	27.4
MiCE2023.10		4,230	43.9	28.6
CLIP2023.10		3,980	38.1	20.1
PICA2023.10		3,520	35.3	20.1
DCCM2023.10		3,210	38.3	18.2
DAC2023.10		2,190	27.5	11.1
DEC2023.10		1,220	19.5	7.9
JULE2023.10		540	13.8	2.8
GSEC2026.05		86.3	87.1	79.2
LAIC framework2026.03		86.2	88	82.6
GradNorm2025.10		81	81.2	70.9
GradNorm2026.03		81	81.2	70.9
GradNorm2026.05		81	81.2	70.9
TAC2026.03		80.6	83	72.2
ZS-CLIP2026.03		80.6	83	72.2
TAC2026.05		80.6	83	72.2
CAE2026.05		77.9	77.5	66.3
TAC2025.10		75.1	75.1	63.6
ConNR2023.12		74.4	79.4	66.7
ProPos2023.12		73.7	77.5	67.5
CLIP2025.10		73.5	72.8	58.2
MCA2026.03		73.3	74.9	61.6
BYOL2026.03		69.7	72.9	60.9
SIC2025.10		69	69.7	55.8
SIC2026.03		69	69.7	55.8
SIC2026.05		69	69.7	55.8
DPACOPA2024.07		66.7	72.6	59.8
BYOL2023.12		63.5	69.4	54.8
SPICE2024.07		62.7	67.5	52.6
TCL2023.12		62.3	64.4	51.6
TCL2024.07		62.3	64.4	51.6
TCL2025.10		62.3	64.4	51.6
TCL2026.03		62.3	64.4	51.6
TCL2026.05		62.3	64.4	51.6
LFSS2026.03		61.7	69.1	53.3
LFSS2026.05		61.6	69.1	53.3
SCAN2025.10		61.2	59.3	45.7
SCAN2026.03		61.2	59.3	45.7
SCAN2026.05		61.2	59.3	45.7
NNM2025.10		60.4	58.6	44.9
DPACOPA2024.07		60.2	65.5	50
DMICC2026.03		58.1	58.7	43.8
SPICE2024.07		57.2	64.6	47.9
SPICE2025.10		57.2	64.6	47.9
SPICE2026.05		57.2	64.6	68.7
TCC2023.12		55.4	59.5	41.7
TCC2024.07		55.4	59.5	41.7
TCC2026.03		55.4	59.5	41.7
TCC2026.05		55.4	59.5	41.7
RPSC2025.10		55.2	64	46.5
RPSC2026.05		55.2	64	46.5
IDFD2023.12		54.6	59.1	41.3
IDFD2024.07		54.6	59.1	41.3
IDFD2025.10		54.6	59.1	41.3
DPACpac2024.07		51.9	53.9	38.9
DivClust2023.12		51.6	52.9	37.6
DivClust2025.10		51.6	52.9	37.6
DivClust2026.05		51.6	52.9	37.6
KBC2026.02		51	—	—
GCC2023.12		49	52.6	36.2
GCC2024.07		49	52.6	36.2
GCC2025.10		49	52.6	36.2
GCC2026.03		49	52.6	36.2
GCC2026.05		49	52.6	36.2
CRLC2025.10		48.4	46.1	59.7
CRLC2026.05		48.4	46.1	59.7
CC2023.12		44.5	42.9	27.4
CC2024.07		44.5	42.9	27.4
CC2025.10		44.5	42.9	27.4
CC2026.03		44.5	42.9	27.4
PCL2024.07		44	41.2	29.9
k-means2026.02		43	—	—
MICE2023.12		42.3	43.9	28.6
MiCE2025.10		42.3	43.9	28.6
MiCE2026.03		42.3	43.9	28.6
CLIP2025.10		39.8	38.1	20.1
CLIP2026.05		39.8	38.1	20.1
IDEC2026.02		39	—	—
PICA2024.07		35.2	35.2	20.1
PICA2025.10		35.2	35.3	20.1
PICA2026.05		35.2	35.3	20.1
PICA2023.12		33.6	32.4	17.9
PICA2026.03		33.6	32.4	17.9
DCCM2023.12		32.1	38.3	18.2
DCCM2025.10		32.1	38.3	18.2
DCCM2026.03		32.1	38.3	18.2
DCCM2026.05		32.1	38.3	18.2
DAC2025.10		21.9	27.5	11.1
DAC2026.05		21.9	27.5	11.1
DEC2025.10		12.2	19.5	7.9