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Multimodal Recommendation On Amazon Digital

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)	43.54	28.37	15.22	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
GRCN (CLIP)	37.96	24.20	13.09	-	-
FREEDOM (ResNet50 + Sentence Bert)	43.46	29.05	16.15	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
ItemKNN	34.51	21.74	12.00	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
FREEDOM (AltCLIP)	44.08	29.20	16.19	-	-
VBPR (CLIP)	42.46	28.21	15.13	-	-
LATTICE (AltCLIP)	44.69	30.19	16.58	-	-
GRCN (ResNet50 + Sentence Bert)	36.25	22.88	12.17	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
SGL	40.81	27.09	15.03	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
BM3 (MMFashion + Sentence Bert)	41.73	27.47	14.40	-	-
NGCF-M (CLIP)	42.60	24.27	15.54	-	-
DGCF	40.46	26.47	14.46	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
NGCF	40.14	26.46	14.58	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
LightGCN	43.19	28.66	14.95	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
LATTICE (ResNet50 + Sentence Bert)	43.60	29.40	16.07	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
BRMF	41.13	27.32	14.94	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
NGCF-M (ResNet50 + Sentence Bert)	41.91	27.84	15.35	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-
BM3 (ResNet50 + Sentence Bert)	41.42	27.07	14.34	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation	-

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Multimodal Recommendation On Amazon Digital | SOTA | HyperAI