notesum.ai

Published at November 27

Incomplete Multi-view Multi-label Classification via a Dual-level Contrastive Learning Framework

cs.CV

Released Date: November 27, 2024

Authors: Bingyan Nie¹, Wulin Xie¹, Jiang Long¹, Xiaohuan Lu¹

Aff.: ¹School of Big Data and Information Engineering, Guizhou University, Guiyang 550000, China

Arxiv: http://arxiv.org/abs/2411.18267v1

DATA	METRIC	iMvWL	NAIM3L	CDMM	DICNet	LMVCAT	MTD	OURS
	AP	0.283 $\pm$ 0.011	0.309 $\pm$ 0.004	0.309 $\pm$ 0.004	0.381 $\pm$ 0.004	0.382 $\pm$ 0.004	0.415 $\pm$ 0.008	0.425 $\pm$ 0.006
	1-HL	0.978 $\pm$ 0.000	0.987 $\pm$ 0.000	0.987 $\pm$ 0.000	0.988 $\pm$ 0.000	0.988 $\pm$ 0.000	0.988 $\pm$ 0.000	0.988 $\pm$ 0.002
	1-RL	0.865 $\pm$ 0.005	0.878 $\pm$ 0.002	0.884 $\pm$ 0.003	0.882 $\pm$ 0.004	0.880 $\pm$ 0.002	0.893 $\pm$ 0.004	0.898 $\pm$ 0.003
Corel5k	AUC	0.868 $\pm$ 0.005	0.881 $\pm$ 0.002	0.888 $\pm$ 0.003	0.884 $\pm$ 0.004	0.883 $\pm$ 0.002	0.896 $\pm$ 0.004	0.903 $\pm$ 0.004
	OE	0.689 $\pm$ 0.015	0.650 $\pm$ 0.009	0.590 $\pm$ 0.007	0.532 $\pm$ 0.007	0.547 $\pm$ 0.006	0.509 $\pm$ 0.012	0.494 $\pm$ 0.010
	Cov	0.298 $\pm$ 0.008	0.275 $\pm$ 0.005	0.277 $\pm$ 0.007	0.273 $\pm$ 0.011	0.273 $\pm$ 0.006	0.251 $\pm$ 0.009	0.246 $\pm$ 0.007
	AP	0.437 $\pm$ 0.018	0.488 $\pm$ 0.003	0.508 $\pm$ 0.005	0.505 $\pm$ 0.012	0.519 $\pm$ 0.005	0.551 $\pm$ 0.004	0.558 $\pm$ 0.004
	1-HL	0.882 $\pm$ 0.004	0.928 $\pm$ 0.001	0.931 $\pm$ 0.001	0.929 $\pm$ 0.001	0.924 $\pm$ 0.003	0.932 $\pm$ 0.001	0.934 $\pm$ 0.000
	1-RL	0.736 $\pm$ 0.015	0.783 $\pm$ 0.001	0.812 $\pm$ 0.004	0.783 $\pm$ 0.008	0.811 $\pm$ 0.004	0.831 $\pm$ 0.003	0.837 $\pm$ 0.003
Pascal07	AUC	0.767 $\pm$ 0.015	0.811 $\pm$ 0.001	0.838 $\pm$ 0.003	0.809 $\pm$ 0.006	0.834 $\pm$ 0.004	0.851 $\pm$ 0.003	0.857 $\pm$ 0.004
	OE	0.638 $\pm$ 0.023	0.579 $\pm$ 0.006	0.581 $\pm$ 0.008	0.573 $\pm$ 0.015	0.579 $\pm$ 0.006	0.541 $\pm$ 0.004	0.548 $\pm$ 0.006
	Cov	0.323 $\pm$ 0.015	0.273 $\pm$ 0.002	0.241 $\pm$ 0.003	0.269 $\pm$ 0.006	0.237 $\pm$ 0.005	0.216 $\pm$ 0.004	0.212 $\pm$ 0.007
	AP	0.244 $\pm$ 0.005	0.246 $\pm$ 0.002	0.289 $\pm$ 0.003	0.297 $\pm$ 0.002	0.294 $\pm$ 0.004	0.306 $\pm$ 0.003	0.317 $\pm$ 0.003
	1-HL	0.972 $\pm$ 0.000	0.983 $\pm$ 0.000	0.983 $\pm$ 0.000	0.983 $\pm$ 0.000	0.982 $\pm$ 0.000	0.983 $\pm$ 0.000	0.983 $\pm$ 0.000
	1-RL	0.808 $\pm$ 0.002	0.818 $\pm$ 0.002	0.832 $\pm$ 0.001	0.832 $\pm$ 0.001	0.828 $\pm$ 0.002	0.837 $\pm$ 0.002	0.849 $\pm$ 0.002
ESPGame	AUC	0.813 $\pm$ 0.002	0.824 $\pm$ 0.002	0.836 $\pm$ 0.001	0.836 $\pm$ 0.001	0.833 $\pm$ 0.002	0.842 $\pm$ 0.002	0.855 $\pm$ 0.003
	OE	0.657 $\pm$ 0.013	0.661 $\pm$ 0.003	0.604 $\pm$ 0.005	0.561 $\pm$ 0.007	0.566 $\pm$ 0.009	0.553 $\pm$ 0.009	0.542 $\pm$ 0.007
	Cov	0.452 $\pm$ 0.004	0.429 $\pm$ 0.003	0.426 $\pm$ 0.004	0.407 $\pm$ 0.003	0.410 $\pm$ 0.004	0.398 $\pm$ 0.004	0.370 $\pm$ 0.004
	AP	0.237 $\pm$ 0.003	0.261 $\pm$ 0.001	0.305 $\pm$ 0.004	0.323 $\pm$ 0.001	0.317 $\pm$ 0.003	0.332 $\pm$ 0.003	0.339 $\pm$ 0.003
	1-HL	0.969 $\pm$ 0.000	0.980 $\pm$ 0.000	0.981 $\pm$ 0.000	0.981 $\pm$ 0.000	0.980 $\pm$ 0.000	0.981 $\pm$ 0.000	0.981 $\pm$ 0.002
	1-RL	0.833 $\pm$ 0.002	0.848 $\pm$ 0.001	0.862 $\pm$ 0.002	0.873 $\pm$ 0.001	0.870 $\pm$ 0.001	0.875 $\pm$ 0.002	0.888 $\pm$ 0.004
IAPRTC12	AUC	0.835 $\pm$ 0.001	0.850 $\pm$ 0.001	0.864 $\pm$ 0.002	0.874 $\pm$ 0.000	0.876 $\pm$ 0.001	0.876 $\pm$ 0.004	0.889 $\pm$ 0.004
	OE	0.648 $\pm$ 0.008	0.610 $\pm$ 0.005	0.568 $\pm$ 0.008	0.532 $\pm$ 0.002	0.557 $\pm$ 0.005	0.533 $\pm$ 0.004	0.525 $\pm$ 0.003
	Cov	0.436 $\pm$ 0.005	0.408 $\pm$ 0.004	0.403 $\pm$ 0.004	0.351 $\pm$ 0.001	0.352 $\pm$ 0.003	0.351 $\pm$ 0.004	0.322 $\pm$ 0.007
	AP	0.490 $\pm$ 0.012	0.551 $\pm$ 0.002	0.570 $\pm$ 0.002	0.589 $\pm$ 0.005	0.594 $\pm$ 0.005	0.607 $\pm$ 0.004	0.619 $\pm$ 0.004
	1-HL	0.839 $\pm$ 0.002	0.882 $\pm$ 0.001	0.886 $\pm$ 0.001	0.888 $\pm$ 0.002	0.882 $\pm$ 0.002	0.891 $\pm$ 0.001	0.894 $\pm$ 0.001
	1-RL	0.803 $\pm$ 0.008	0.844 $\pm$ 0.001	0.856 $\pm$ 0.001	0.865 $\pm$ 0.003	0.863 $\pm$ 0.004	0.875 $\pm$ 0.002	0.881 $\pm$ 0.001
Mirflickr	AUC	0.787 $\pm$ 0.012	0.837 $\pm$ 0.001	0.846 $\pm$ 0.001	0.853 $\pm$ 0.003	0.849 $\pm$ 0.004	0.862 $\pm$ 0.002	0.864 $\pm$ 0.001
	OE	0.489 $\pm$ 0.022	0.415 $\pm$ 0.003	0.369 $\pm$ 0.004	0.358 $\pm$ 0.008	0.363 $\pm$ 0.007	0.345 $\pm$ 0.004	0.332 $\pm$ 0.004
	Cov	0.428 $\pm$ 0.013	0.369 $\pm$ 0.002	0.360 $\pm$ 0.001	0.333 $\pm$ 0.003	0.348 $\pm$ 0.007	0.324 $\pm$ 0.004	0.313 $\pm$ 0.003