notesum.ai
Published at November 12Fast Disentangled Slim Tensor Learning for Multi-view Clustering
cs.CV
cs.AI
Released Date: November 12, 2024
Authors: Deng Xu, Chao Zhang, Zechao Li, Chunlin Chen, Huaxiong Li
| Dataset | Metric(%) | AWMVC | FDAGF | FSMSC | UDBGL | t-SVD-MSC | ETLMSC | TBGL | LTBPL | Ours |
|---|---|---|---|---|---|---|---|---|---|---|
| NGs | ACC | 88.38(12.65) | 70.56(0.13) | 96.16(6.45) | 38.40(0) | 100(0) | 67.18(0.38) | 59.80(0) | 99.80(0) | 100(0) |
| NMI | 85.25(6.62) | 55.79(0.15) | 93.33(2.92) | 12.05(0) | 100(0) | 58.11(0.92) | 53.06(0) | 99.30(0) | 100(0) | |
| PUR | 90.46(9.24) | 70.56(0.13) | 96.28(6.07) | 40.20(0) | 100(0) | 69.50(0.39) | 60.00(0) | 99.80(0) | 100(0) | |
| ARI | 83.09(12.40) | 44.43(0.26) | 93.38(6.83) | 7.71(0) | 100(0) | 51.04(0.81) | 49.26(0) | 99.50(0) | 100(0) | |
| F-score | 86.71(9.50) | 57.06(0.19) | 94.77(5.21) | 29.73(0) | 100(0) | 61.38(0.69) | 62.03(0) | 99.60(0) | 100(0) | |
| BBCSport | ACC | 78.27(5.06) | 81.19(0.17) | 82.21(0.36) | 49.82(0) | 99.82(0) | 99.82(0) | 72.43(0) | 98.90(0) | 100(0) |
| NMI | 67.33(2.34) | 59.32(0.43) | 68.06(0.06) | 19.81(0) | 99.38(0) | 99.38(0) | 58.30(0) | 96.12(0) | 100(0) | |
| PUR | 81.78(2.23) | 81.19(0.17) | 82.46(0.18) | 50.00(0) | 99.82(0) | 99.82(0) | 73.53(0) | 98.90(0) | 100(0) | |
| ARI | 62.64(1.94) | 57.06(0.16) | 63.75(0.12) | 16.41(0) | 99.77(0) | 99.77(0) | 61.69(0) | 96.63(0) | 100(0) | |
| F-score | 70.95(1.48) | 68.34(0.16) | 71.84(0.10) | 41.32(0) | 99.83(0) | 99.83(0) | 72.20(0) | 97.43(0) | 100(0) | |
| HW | ACC | 70.72(5.32) | 91.87(3.19) | 80.40(8.07) | 76.50(0) | 93.83(0.02) | 89.87(0.17) | 74.45(0) | 99.90(0) | 99.57(0.04) |
| NMI | 68.48(2.24) | 86.29(1.24) | 77.59(4.52) | 73.27(0) | 89.26(0.07) | 81.27(0.36) | 73.52(0) | 99.76(0) | 98.92(0.10) | |
| PUR | 73.01(4.04) | 91.87(3.19) | 81.83(7.20) | 80.90(0) | 93.83(0.02) | 89.81(0.17) | 77.00(0) | 99.90(0) | 99.57(0.04) | |
| ARI | 58.30(4.39) | 83.48(2.31) | 71.16(7.88) | 65.95(0) | 88.51(0.09) | 79.10(0.36) | 53.31(0) | 99.78(0) | 99.06(0.09) | |
| F-score | 62.56(3.89) | 85.15(2.06) | 74.10(7.05) | 69.46(0) | 90.12(0.10) | 81.19(0.32) | 59.06(0) | 99.80(0) | 99.15(0.08) | |
| Scene15 | ACC | 50.51(2.60) | 54.01(0.62) | 52.39(2.80) | 60.11(0) | 77.86(0.44) | 86.30(0.37) | 23.55(0) | 73.97(0) | 88.64(1.82) |
| NMI | 48.01(0.82) | 57.06(0.07) | 50.02(1.22) | 57.59(0) | 80.91(0.10) | 87.84(0.48) | 18.04(0) | 81.99(0) | 90.52(0.44) | |
| PUR | 54.40(1.73) | 61.67(0.90) | 57.36(2.44) | 62.30(0) | 83.58(0.21) | 90.06(0.65) | 25.08(0) | 74.55(0) | 90.19(1.18) | |
| ARI | 33.56(1.53) | 39.90(0.45) | 36.36(2.09) | 41.06(0) | 71.08(0.36) | 82.03(0.87) | 2.55(0) | 63.01(0) | 84.91(1.31) | |
| F-score | 38.13(1.40) | 44.62(0.43) | 40.75(1.94) | 45.14(0) | 73.17(0.34) | 83.27(0.81) | 14.77(0) | 70.09(0) | 85.99(1.21) | |
| MITIndoor | ACC | 42.98(1.58) | 38.18(1.95) | 45.06(1.21) | 20.35(0) | 68.41(0.52) | 74.65(1.02) | 42.51(0) | 53.06(0) | 82.54(1.90) |
| NMI | 56.39(0.79) | 52.30(0.95) | 57.55(0.83) | 32.31(0) | 74.82(0.73) | 87.96(0.24) | 59.39(0) | 53.72(0) | 92.96(0.54) | |
| PUR | 44.82(1.39) | 40.36(1.66) | 47.17(0.98) | 22.16(0) | 69.36(0.48) | 76.59(0.17) | 46.25(0) | 64.91(0) | 85.63(1.62) | |
| ARI | 29.76(1.01) | 22.94(1.25) | 31.20(1.29) | 4.94(0) | 55.49(0.51) | 70.62(0.10) | 37.70(0) | 44.75(0) | 79.25(2.24) | |
| F-score | 30.83(0.99) | 24.23(1.21) | 32.25(1.27) | 7.11(0) | 56.17(0.76) | 71.54(0.18) | 39.85(0) | 49.50(0) | 79.58(2.20) | |
| CCV | ACC | 18.30(0.82) | 21.99(0.75) | 22.00(0.22) | 20.74(0) | 42.95(0.06) | 26.20(0.06) | 17.95(0) | 22.09(0) | 72.01(1.62) |
| NMI | 14.45(0.51) | 18.91(0.42) | 18.05(0.27) | 17.34(0) | 39.86(0.05) | 20.12(0.69) | 16.54(0) | 15.61(0) | 75.92(0.74) | |
| PUR | 21.86(0.55) | 25.23(0.47) | 25.38(0.23) | 22.84(0) | 32.57(0.04) | 26.85(0.71) | 22.89(0) | 24.60(0) | 74.35(1.14) | |
| ARI | 5.82(0.47) | 7.17(0.23) | 7.82(0.11) | 6.23(0) | 22.63(0.04) | 14.42(0.41) | 5.95(0) | 10.81(0) | 62.52(2.15) | |
| F-score | 10.96(0.44) | 12.96(0.21) | 12.82(0.11) | 13.25(0) | 31.65(0.05) | 23.01(0.34) | 11.08(0) | 20.50(0) | 64.71(2.02) | |
| Caltech101-all | ACC | 24.89(1.37) | 26.90(1.05) | 27.19(1.37) | 20.94(0) | OM | OM | OM | OM | 49.04(1.43) |
| NMI | 48.61(0.68) | 48.60(0.48) | 49.61(0.52) | 35.76(0) | OM | OM | OM | OM | 84.10(0.35) | |
| PUR | 46.53(0.95) | 46.46(0.50) | 48.09(0.62) | 34.18(0) | OM | OM | OM | OM | 75.61(0.85) | |
| ARI | 19.41(1.58) | 22.80(1.27) | 20.80(1.07) | 5.91(0) | OM | OM | OM | OM | 35.76(1.03) | |
| F-score | 20.66(1.57) | 24.28(1.26) | 22.03(1.07) | 9.82(0) | OM | OM | OM | OM | 36.74(1.02) | |
| Animal | ACC | 15.20(0.77) | 17.30(0.22) | 17.22(0.10) | 18.59(0) | OM | OM | OM | OM | 88.61(2.11) |
| NMI | 11.79(0.51) | 12.38(0.08) | 14.11(0.19) | 13.04(0) | OM | OM | OM | OM | 90.47(1.05) | |
| PUR | 18.21(0.53) | 19.41(0.14) | 18.44(0.20) | 20.40(0) | OM | OM | OM | OM | 90.49(1.84) | |
| ARI | 4.29(0.36) | 4.61(0.04) | 6.33(0.04) | 6.99(0) | OM | OM | OM | OM | 84.85(2.19) | |
| F-score | 9.52(0.35) | 10.61(0.08) | 14.21(0.02) | 13.00(0) | OM | OM | OM | OM | 85.71(2.05) | |
| NUSWIDEOBJ | ACC | 14.17(0.49) | 13.11(0.24) | 16.85(0.17) | 17.49(0) | OM | OM | OM | OM | 18.94(0.39) |
| NMI | 12.59(0.30) | 12.06(0.22) | 12.25(0.08) | 12.57(0) | OM | OM | OM | OM | 23.09(0.06) | |
| PUR | 23.62(0.56) | 23.65(0.39) | 22.73(0.29) | 24.61(0) | OM | OM | OM | OM | 31.94(0.33) | |
| ARI | 4.74(0.27) | 3.88(0.13) | 5.65(0.26) | 4.80(0) | OM | OM | OM | OM | 7.93(0.11) | |
| F-score | 8.83(0.26) | 8.42(0.13) | 11.11(0.20) | 11.69(0) | OM | OM | OM | OM | 12.09(0.11) |