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Image Clustering on CIFAR-100

66.79ACC

DINOv2 with register tokens

Updated 4d ago

Evaluation Results

Method
DINOv2 with register tokens 2024.10	66.79	0.7842	0.503
Inference-Time Attention Engineering (ITAE) 2024.10	65.02	0.771	0.5053
DINOv2 (original) 2024.10	64.26	0.7658	0.4894
TCL 2022.10	53.1	0.529	0.357
PCL 2022.10	52.6	0.528	0.363
TCLICH 2022.10	51.7	0.522	0.337
SCAN 2021.05	50.7	0.486	0.333
SCAN 2022.10	48.3	0.485	0.314
SPICE 2022.10	46.8	0.448	0.294
MMDC 2019.12	46.4	0.423	-
DeepCluE 2023.04	45.7	0.472	0.288
MMDC 2019.12	44.6	0.418	-
MiCE 2021.05	44	4.36	2.8
DivClust C 2023.04	43.7	0.44	0.283
DivClust C 2023.04	43.4	0.431	0.276
CC 2022.10	42.9	0.431	0.266
CC 2023.04	42.9	0.431	0.266
DivClust C 2023.04	42.6	0.422	0.258
IDFO 2021.05	42.5	0.432	0.244
IDFD 2021.05	42.5	0.426	0.264
DivClust C 2023.04	42.4	0.418	0.257
MiCE 2021.05	42.2	4.3	2.77
DivClust C 2023.04	41.4	0.422	0.26
ID 2021.05	40.9	0.392	0.243
CC-Kmeans/F 2023.04	40.9	0.438	0.21
CC-Kmeans 2023.04	40.5	0.429	0.235
CC-Kmeans/S 2023.04	40.2	0.428	0.228
MoCo 2021.05	39.7	3.9	2.42
MoCo 2021.05	39.5	3.88	2.4
PICA 2021.05	33.7	3.1	1.71
PICA 2022.10	33.7	0.31	0.171
PICA 2023.04	33.7	0.31	0.171
DCCM 2019.04	32.7	0.285	0.173
DCCM (2019) 2019.12	32.7	0.285	-
DCCM 2021.05	32.7	2.85	1.73
DCCM 2021.05	32.7	0.285	0.173
DCCM 2022.10	32.7	0.285	0.173
DCCM 2023.04	32.7	0.285	0.173
MMDC 2021.05	31.2	2.59	-
AttentionCluster 2021.05	28.1	2.15	1.16
ID 2021.05	26.7	0.221	0.108
DHOG 2021.05	26.1	2.58	1.18
IIC (2019) 2019.12	25.7	0.224	-
IIC 2021.05	25.7	-	-
IIC 2021.05	25.7	0.225	0.117
IIC 2023.04	25.7	-	-
DAC 2019.04	23.8	0.185	0.088
DAC (2017) 2019.12	23.8	0.185	-
DAC 2021.05	23.8	1.85	0.88
DAC 2021.05	23.8	0.185	0.088
DAC 2022.10	23.8	0.185	0.088
DAC 2023.04	23.8	0.185	0.088
DEC 2019.04	18.5	0.136	0.05
DEC (2016) 2019.12	18.5	0.136	-
DEC 2021.05	18.5	1.36	0.5
DEC 2021.05	18.5	0.136	0.05
DEC 2022.10	18.5	0.136	0.05
DEC 2023.04	18.5	0.136	0.05
AE 2019.04	16.5	0.1	0.048
AE 2021.05	16.5	1	0.48
AE 2021.05	16.5	0.1	0.048
AE 2022.10	16.5	0.1	0.048
AE 2023.04	16.5	0.1	0.048
AE 2019.12	16.4	0.1	-
ADC 2023.04	16	-	-
GAN 2021.05	15.3	1.2	0.45
VAE 2019.04	15.2	0.108	0.04
VAE 2021.05	15.2	1.08	0.4
VAE 2022.10	15.2	0.108	0.04
VAE 2023.04	15.2	0.108	0.04
DAE 2019.04	15.1	0.111	0.046
GAN 2019.04	15.1	0.12	0.045
DAE 2021.05	15.1	1.11	0.46
DAE 2022.10	15.1	0.111	0.046
DCGAN 2022.10	15.1	0.12	0.045
DAE 2023.04	15.1	0.111	0.046
DCGAN 2023.04	15.1	0.12	0.045
SWWAE 2021.05	14.7	1.03	0.39
AC 2019.04	13.8	0.098	0.034
AC 2022.10	13.8	0.098	0.034
AC 2023.04	13.8	0.098	0.034
JULE 2019.04	13.7	0.103	0.033
JULE (2016) 2019.12	13.7	0.103	-
JULE 2021.05	13.7	1.03	0.33
JULE 2022.10	13.7	0.103	0.033
JULE 2023.04	13.7	0.103	0.033
SC 2019.04	13.6	0.09	0.022
SC 2019.12	13.6	0.09	-
SC 2021.05	13.6	0.9	0.22
SC 2022.10	13.6	0.09	0.022
DeCNN 2019.04	13.3	0.092	0.038
DeCNN 2022.10	13.3	0.092	0.038
DeCNN 2023.04	13.3	0.092	0.038
K-means 2019.04	13	0.084	0.028
k-means 2021.05	13	0.84	0.28
k-means 2022.10	13	0.084	0.028
K-means 2023.04	13	0.084	0.028
k-means 2019.12	12.9	0.083	-
NMF 2019.04	11.8	0.079	0.026
NMF 2022.10	11.8	0.079	0.026

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