HyperAI超神经

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HyperAI超神经

Multimodal Recommendation On Amazon Digital

评估指标

Hit Ratio

Recall

nDCG

评测结果

各个模型在此基准测试上的表现结果

				Paper Title	Repository
LATTICE (AltCLIP)	44.69	30.19	16.58	-	-
FREEDOM (AltCLIP)	44.08	29.20	16.19	-	-
LATTICE (ResNet50 + Sentence Bert)	43.60	29.40	16.07	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
VBPR (ResNet50 + Sentence Bert)	43.54	28.37	15.22	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
FREEDOM (ResNet50 + Sentence Bert)	43.46	29.05	16.15	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
NGCF-M (CLIP)	42.60	24.27	15.54	-	-
VBPR (CLIP)	42.46	28.21	15.13	-	-
NGCF-M (ResNet50 + Sentence Bert)	41.91	27.84	15.35	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
BM3 (MMFashion + Sentence Bert)	41.73	27.47	14.40	-	-
BM3 (ResNet50 + Sentence Bert)	41.42	27.07	14.34	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
SGL	40.81	27.09	15.03	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
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
GRCN (CLIP)	37.96	24.20	13.09	-	-
GRCN (ResNet50 + Sentence Bert)	36.25	22.88	12.17	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

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Multimodal Recommendation On Amazon Digital | SOTA | HyperAI超神经