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Multimodal Recommendation On Amazon Toys

Métriques

Hit Ratio

Recall

nDCG

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	Hit Ratio	Recall	nDCG	Paper Title	Repository
SGL	16.68	10.76	5.93	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
FREEDOM (MMFashion + Sentence Bert)	20.70	13.73	7.10	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
VBPR (ALIGN)	16.86	11.06	5.85	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
GRCN (ALIGN)	15.35	9.94	5.07	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
FREEDOM (ResNet50 + Sentence Bert)	20.64	13.67	7.04	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
DGCF	14.71	9.43	5.12	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
LightGCN	16.63	10.59	5.58	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
GRCN (ResNet50 + Sentence Bert)	15.00	9.67	9.675.07	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
NGCF-M (ResNet50 + Sentence Bert)	16.73	10.85	5.73	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
BPRMF	14.75	9.51	5.02	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
BM3 (ALIGN)	15.78	10.07	5.24	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
VBPR (ResNet50 + Sentence Bert)	16.54	10.83	5.70	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
LATTICE (ResNet50 + Sentence Bert)	18.95	12.42	6.45	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
NGCF-M (ALIGN)	17.16	11.12	5.80	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
LATTICE (ALIGN)	19.27	12.73	6.64	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
NGCF	14.44	9.24	4.87	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
ItemKNN	11.06	6.97	3.91	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
BM3 (ResNet50 + Sentence Bert)	15.56	9.94	5.14	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-

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