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SOTA
多模态推荐
Multimodal Recommendation On Amazon Office
Multimodal Recommendation On Amazon Office
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
Columns
模型名称
Hit Ratio
Recall
nDCG
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
0 of 18 row(s) selected.
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