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Multimodal Recommendation On Amazon Beauty

Metriken

Hit Ratio

Recall

nDCG

Ergebnisse

Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

Modellname	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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