Multimodal Classification

Benchmarks

Dataset Name	SOTA Method	Metric
CASIA-SURF (test)	MMANet	ACER0.87	56	3d ago
MVSA (test)	MLA	Accuracy (%)79.94	48	3d ago
KS (test)	MLA	Accuracy71.35	48	3d ago
FOOD101 UPMC (train test)	TAHCD	Accuracy94.2	36	3d ago
CUB (train test)	TAHCD	Accuracy0.938	36	3d ago
ROSMAP (train test)	TAHCD	Accuracy87.7	36	3d ago
BRCA (train test)	TAHCD	Accuracy85.6	36	3d ago
MST Missing Modalities	ModDrop	Accuracy100	28	3d ago
UPMC Food-101 (test)	MMBT*	Accuracy94.1	28	3d ago
Symile	Coupled Mamba	AUROC0.6603	24	3d ago
HAIM	LMF	AUROC0.7181	24	3d ago
CeFA (test)	MMANet	ACER22.87	24	3d ago
INSPECT	Coupled Mamba	AUROC65.8	22	3d ago
SNLI-VE (test)	ALBEF+VAWI+SBS	Accuracy81.64	22	3d ago
UKB	MMPareto	AUROC0.8054	21	3d ago
N24News (test)	Scalable Diffusion Model	Accuracy71.7	21	3d ago
Hateful Memes	MMICL	Overall Score64.6	17	2d ago
PolyMNIST Missing Rate η=0.8	DyMoe	Accuracy96.81	16	3d ago
PolyMNIST Missing Rate η=0.6	DyMoe	Accuracy99.87	16	3d ago
PolyMNIST Missing Rate η=0	OnlineMAE	Accuracy100	16	3d ago
Kinetics-Sounds (test)	TCMax	Multimodal Accuracy63.5	14	2d ago
CREMA-D (test)	TCMax	Multi Accuracy77.6	14	2d ago
UCF101 (test)	TCMax	Combined Accuracy56	14	2d ago
AVE (test)	QMF	Multi Acc65.1	14	2d ago
CelebA Missing Modalities {T}	DyMoc	Accuracy95.2	14	3d ago

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