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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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