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Multimodal Recommendation On Amazon Beauty

Metrics

Hit Ratio
Recall
nDCG

Results

Performance results of various models on this benchmark

Model Name
Hit Ratio
Recall
nDCG
Paper TitleRepository
FREEDOM (ResNet50 + Sentence Bert)21.1113.857.24Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation-
NGCF-M (MMFashion + Sentecen Bert)18.2211.936.21Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation-
SGL18.1711.826.50Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation-
ItemKNN10.896.973.85Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation-
LightGCN19.0312.306.42Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation-
VBPR (AltCLIP)18.1911.946.15Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation-
GRCN (ALIGN)16.0910.265.15Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation-
VBPR (ResNet50 + Sentence Bert)17.6411.546.08Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation-
BM3 (ALIGN)18.0411.676.04Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation-
NGCF16.2110.425.27Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation-
GRCN (ResNet50 + Sentence Bert)14.899.574.83Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation-
NGCF-M (ResNet50 + Sentence Bert)18.1211.726.11Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation-
DGCF16.2110.425.27Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation-
LATTICE (ALIGN)21.3113.937.21Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation-
BM3 (ResNet50 + Sentence Bert)17.6511.285.83Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation-
BPRMF16.5510.725.36Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation-
LATTICE (ResNet50 + Sentence Bert)20.6513.447.03Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation-
FREEDOM (MMFashion + Sentecen Bert)21.1813.877.17Ducho meets Elliot: Large-scale Benchmarks for Multimodal Recommendation-
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Multimodal Recommendation On Amazon Beauty | SOTA | HyperAI