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Multimodal Recommendation On Amazon Beauty

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
FREEDOM (ResNet50 + Sentence Bert)	21.11	13.85	7.24	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
NGCF-M (MMFashion + Sentecen Bert)	18.22	11.93	6.21	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
SGL	18.17	11.82	6.50	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
ItemKNN	10.89	6.97	3.85	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
LightGCN	19.03	12.30	6.42	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
VBPR (AltCLIP)	18.19	11.94	6.15	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
GRCN (ALIGN)	16.09	10.26	5.15	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
VBPR (ResNet50 + Sentence Bert)	17.64	11.54	6.08	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
BM3 (ALIGN)	18.04	11.67	6.04	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
NGCF	16.21	10.42	5.27	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
GRCN (ResNet50 + Sentence Bert)	14.89	9.57	4.83	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
NGCF-M (ResNet50 + Sentence Bert)	18.12	11.72	6.11	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
DGCF	16.21	10.42	5.27	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
LATTICE (ALIGN)	21.31	13.93	7.21	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
BM3 (ResNet50 + Sentence Bert)	17.65	11.28	5.83	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
BPRMF	16.55	10.72	5.36	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
LATTICE (ResNet50 + Sentence Bert)	20.65	13.44	7.03	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
FREEDOM (MMFashion + Sentecen Bert)	21.18	13.87	7.17	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-

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Multimodal Recommendation On Amazon Beauty | SOTA | HyperAI