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Multimodal Recommendation On Amazon Baby

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
VBPR (ResNet50 + Sentence Bert)	10.18	6.21	2.99	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
FREEDOM (CLIP)	14.45	8.95	4.36	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
ItemKNN	4.21	2.46	1.19	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
LATTICE (MMFashion + Sentence Bert)	13.63	8.38	4.13	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
NGCF	8.59	5.09	2.39	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
NGCF-M (ResNet50 + Sentence Bert)	11.91	7.18	3.50	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
BPRMF	9.04	5.48	2.67	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
NGCF-M (Align)	12.61	7.70	3.66	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
VBPR (MMFashion + Sentence Bert)	10.39	6.42	3.12	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
LATTICE (ResNet50 + Sentence Bert)	13.69	8.41	4.06	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
BM3 (ResNet50 + Sentence Bert)	13.29	8.05	3.91	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
GRCN (Align)	8.76	5.21	2.43	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
GRCN (ResNet50 + Sentence Bert)	8.81	5.29	2.48	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
DGCF	10.26	6.08	3.03	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
SGL	9.40	5.77	2.93	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
FREEDOM (ResNet50 + Sentence Bert)	14.28	8.81	4.31	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
LightGCN	12.60	7.56	3.82	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
BM3 (AltCLIP)	13.53	8.15	4.10	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-

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