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Multimodal Recommendation On Amazon Office

Metrics

Hit Ratio

Recall

nDCG

Results

Performance results of various models on this benchmark

				Paper Title	Repository
FREEDOM (CLIP)	25.88	15.64	7.66	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
LATTICE (ResNet50+ Sentence Bert)	25.79	15.75	7.71	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
LATTICE (ALIGN)	25.65	15.71	7.63	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
NGCF-M (CLIP)	24.85	14.99	7.43	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
NGCF-M (ResNet50+ Sentence Bert)	24.04	14.35	7.14	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
LightGCN	23.95	13.99	6.93	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
FREEDOM (ResNet50+ Sentence Bert)	23.59	15.58	7.57	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
BM3 (ALIGN)	23.40	13.84	6.75	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
BM3 (ResNet50+ Sentence Bert)	22.5	13.13	6.42	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
GRCN (CLIP)	22.32	13.10	6.47	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
VBPR (CLIP)	22.10	12.78	6.23	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
VBPR (ResNet50+ Sentence Bert)	22.01	12.83	6.18	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
GRCN (ResNet50+ Sentence Bert)	21.20	12.31	6.08	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
DGCF	20.89	12.19	5.89	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
SGL	20.49	11.85	5.89	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
ItemKNN	20.33	11.35	5.76	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
BPRMF	19.70	11.28	5.35	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation
NGCF	19.62	11.05	5.45	Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation

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Multimodal Recommendation On Amazon Office | SOTA | HyperAI