HyperAI超神经

首页算力平台文档资讯论文教程数据集百科 SOTA LLM 模型天梯 GPU 天梯顶会

中文

HyperAI超神经

Multimodal Recommendation On Amazon Beauty

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 (ALIGN)	21.31	13.93	7.21	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
FREEDOM (ResNet50 + Sentence Bert)	21.11	13.85	7.24	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
LightGCN	19.03	12.30	6.42	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
VBPR (AltCLIP)	18.19	11.94	6.15	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
NGCF-M (ResNet50 + Sentence Bert)	18.12	11.72	6.11	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
BM3 (ResNet50 + Sentence Bert)	17.65	11.28	5.83	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
BPRMF	16.55	10.72	5.36	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
DGCF	16.21	10.42	5.27	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
GRCN (ResNet50 + Sentence Bert)	14.89	9.57	4.83	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

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