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Clustering on CIFAR100-20

61.4ACC

ProPos

Updated 3d ago

Evaluation Results

Method
ProPos 2021.11	61.4	0.606	45.1
BYOL 2021.11	56.9	0.559	39.3
TCL 2021.11	53.1	0.529	35.7
PCL 2021.11	52.6	0.528	36.3
SCAN 2021.11	50.7	0.486	33.3
TCC 2021.11	49.1	0.479	31.2
SimSiam 2021.11	48.5	0.522	32.7
NMM 2021.11	47.7	0.484	31.6
GCC 2021.11	47.2	0.472	30.5
MiCE 2021.11	44	0.436	28
CC 2021.11	42.9	0.431	26.6
IDFD 2021.11	42.5	0.426	26.4
MoCo 2021.11	39.7	0.39	24.2
DCCM 2021.11	32.7	0.285	17.3
PICA 2021.11	32.2	0.296	15.9
Supervised 2021.03	0.8	0.68	0.632
ConNR 2023.12	0.604	60.4	44.3
SPICE 2021.03	0.584	0.583	0.422
ProPos 2023.12	0.578	58.2	42.3
BYOL 2023.12	0.539	55.5	37.6
SPICE 2021.03	0.538	0.567	0.387
SPICE 2021.03	0.535	0.565	0.404
RUCSCAN 2021.03	0.533	-	-
TCL 2023.12	0.531	52.9	35.7
DCN + BRB 2024.11	0.5232	-	-
DCN 2024.11	0.5113	-	-
SCAN 2021.03	0.507	0.486	0.333
SCAN 2023.12	0.507	48.6	33.3
IDEC + BRB 2024.11	0.5	-	-
TCC 2023.12	0.491	47.9	31.2
IDEC 2024.11	0.4885	-	-
K principal concept identification 2021.04	0.484	0.515	0.343
DEC 2024.11	0.4837	-	-
ConCURL 2021.05	0.479	0.468	0.3034
NNM 2021.03	0.477	0.484	0.316
NMM 2023.12	0.477	48.4	31.6
GCC 2023.12	0.472	47.2	30.5
DEC + BRB 2024.11	0.4718	-	-
SPICEs 2021.03	0.468	0.457	0.321
SPICEs 2021.03	0.468	0.448	0.294
PT+SCAN 2021.04	0.467	0.458	0.407
SCAN 2024.11	0.459	-	-
SCAN_MoCo 2021.03	0.455	0.472	0.31
MICE 2023.12	0.44	43.6	28
DivClust 2023.12	0.437	44	28.3
CC 2021.05	0.429	0.431	0.266
CC 2021.03	0.429	0.431	0.266
CC 2023.12	0.429	43.1	26.6
IDFD 2021.05	0.425	0.426	0.264
IDFD 2021.03	0.425	0.426	0.264
IDFD 2023.12	0.425	42.6	26.4
PT Only 2021.04	0.41	0.452	0.24
ID 2021.05	0.409	0.392	0.243
TSUC 2021.03	0.353	-	-
PICA 2021.05	0.337	0.31	0.171
PICA 2021.03	0.337	0.31	0.171
DCCM 2021.05	0.327	0.285	0.173
DCCM 2021.03	0.327	0.285	0.173
DCCM 2023.12	0.327	28.5	17.3
PICA 2023.12	0.322	29.6	15.9
GATCluster 2021.05	0.281	0.215	0.116
GATCluster 2021.03	0.281	0.215	0.116
IIC 2021.05	0.257	-	-
IIC 2021.03	0.257	-	-
IIC 2023.12	0.257	-	-
DSEC 2021.03	0.255	0.212	0.11
DAC 2021.05	0.238	0.185	0.088
DAC 2021.03	0.238	0.185	0.088
ZS-Naive 2021.04	0.208	0.25	0.043
Deep Cluster 2021.05	0.189	-	-
DeepCluster 2021.03	0.189	-	-
DEC 2021.05	0.185	0.136	0.05
DEC 2021.03	0.185	0.136	0.05
AE 2021.05	0.165	0.1	0.048
AE 2021.03	0.165	0.1	0.048
ADC 2021.05	0.16	-	-
ADC 2021.03	0.16	-	-
VAE 2021.03	0.152	0.108	0.04
SDAE 2021.05	0.151	0.111	0.046
SDAE 2021.03	0.151	0.111	0.046
DCGAN 2021.03	0.151	0.12	0.045
AC 2021.05	0.138	0.098	0.034
AC 2021.03	0.138	0.098	0.034
JULE 2021.05	0.137	0.103	0.033
JULE 2021.03	0.137	0.103	0.033
SC 2021.05	0.136	0.09	0.022
SC 2021.03	0.136	0.09	0.022
DeCNN 2021.05	0.133	0.092	0.038
DeCNN 2021.03	0.133	0.092	0.038
k-means 2021.05	0.13	0.084	0.028
k-means 2021.03	0.13	0.084	0.028
NMF 2021.05	0.118	0.079	0.026
NMF 2021.03	0.118	0.079	0.026
IIC 2021.11	-	0.257	-