Table 5 Ablation studies of key components.
From: Self-weighted dual contrastive multi-view clustering network
Dataset | RGB-D | CCV | Digit-product | ||||||
|---|---|---|---|---|---|---|---|---|---|
Metric | ACC | NMI | PUR | ACC | NMI | PUR | ACC | NMI | PUR |
No-AW | 0.4403 | 0.3676 | 0.4665 | 0.2719 | 0.236 | 0.2341 | 0.9700 | 0.8931 | 0.8523 |
No-DC | 0.4519 | 0.4057 | 0.5856 | 0.2774 | 0.2753 | 0.3447 | 0.9523 | 0.9496 | 0.9416 |
No-\(\:{L}_{aw}\) | 0.3064 | 0.2997 | 0.3023 | 0.1974 | 0.2084 | 0.2116 | 0.7603 | 0.6991 | 0.7411 |
No-\(\:{L}_{dc}\) | 0.4601 | 0.4003 | 0.5847 | 0.2810 | 0.2771 | 0.3450 | 0.9616 | 0.9507 | 0.9498 |
Ours | 0.4703 | 0.4076 | 0.5866 | 0.2989 | 0.2768 | 0.3461 | 0.9727 | 0.9531 | 0.9727 |
